{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、前期工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本文将实现海贼王中人物角色的识别。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/124F1wI468RLTDTHm_rm5lQ （提取码：u09c）\n",
    "\n",
    "我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "来自专栏：[**【深度学习100例】**](https://blog.csdn.net/qq_38251616/category_11068756.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 设置GPU"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果使用的是CPU可以忽略这步"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    tf.config.experimental.set_memory_growth(gpus[0], True)  #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpus[0]],\"GPU\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import os,PIL\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import numpy as np\n",
    "np.random.seed(1)\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(1)\n",
    "\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers,models\n",
    "\n",
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"D:\\jupyter notebook\\DL-100-days\\datasets\\hzw_photos\"\n",
    "\n",
    "data_dir = pathlib.Path(data_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 查看数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据集中一共有路飞、索隆、娜美、乌索普、乔巴、山治、罗宾等7个人物角色"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|文件夹|\t含义|\t数量|\n",
    "|:--:|:--:|:--:|\n",
    "|lufei|\t路飞|\t117 张\n",
    "|suolong|\t索隆|\t90 张\n",
    "|namei|\t娜美|\t84 张\n",
    "|wusuopu|\t乌索普|\t77张\n",
    "|qiaoba|\t乔巴|\t102 张\n",
    "|shanzhi|\t山治|\t47 张\n",
    "|luobin|\t罗宾|\t105张"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 621\n"
     ]
    }
   ],
   "source": [
    "image_count = len(list(data_dir.glob('*/*.png')))\n",
    "\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 加载数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用`image_dataset_from_directory`方法将磁盘中的数据加载到`tf.data.Dataset`中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 32\n",
    "img_height = 224\n",
    "img_width = 224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 621 files belonging to 7 classes.\n",
      "Using 497 files for training.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"training\",\n",
    "    seed=123,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 621 files belonging to 7 classes.\n",
      "Using 124 files for validation.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"validation\",\n",
    "    seed=123,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以通过class_names输出数据集的标签。标签将按字母顺序对应于目录名称。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['lufei', 'luobin', 'namei', 'qiaoba', 'shanzhi', 'suolong', 'wusuopu']\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names\n",
    "print(class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 可视化数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))  # 图形的宽为10高为5\n",
    "\n",
    "for images, labels in train_ds.take(1):\n",
    "    for i in range(8):\n",
    "        \n",
    "        ax = plt.subplot(2, 4, i + 1)  \n",
    "\n",
    "        plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
    "        plt.title(class_names[labels[i]])\n",
    "        \n",
    "        plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2adcea36ee0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(images[1].numpy().astype(\"uint8\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 再次检查数据 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(32, 224, 224, 3)\n",
      "(32,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "    print(image_batch.shape)\n",
    "    print(labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `Image_batch`是形状的张量（32,180,180,3）。这是一批形状180x180x3的32张图片（最后一维指的是彩色通道RGB）。 \n",
    "- `Label_batch`是形状（32，）的张量，这些标签对应32张图片"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 配置数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **shuffle()**：打乱数据，关于此函数的详细介绍可以参考：https://zhuanlan.zhihu.com/p/42417456\n",
    "- **prefetch()**：预取数据，加速运行，其详细介绍可以参考我前两篇文章，里面都有讲解。\n",
    "- **cache()**：将数据集缓存到内存当中，加速运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n",
    "val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "normalization_layer = layers.experimental.preprocessing.Rescaling(1./255)\n",
    "\n",
    "normalization_train_ds = train_ds.map(lambda x, y: (normalization_layer(x), y))\n",
    "val_ds = val_ds.map(lambda x, y: (normalization_layer(x), y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 0.9928046\n"
     ]
    }
   ],
   "source": [
    "image_batch, labels_batch = next(iter(val_ds))\n",
    "first_image = image_batch[0]\n",
    "\n",
    "# 查看归一化后的数据\n",
    "print(np.min(first_image), np.max(first_image))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、构建VGG-16网络"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在官方模型与自建模型之间进行二选一就可以啦，选着一个注释掉另外一个，都是正版的VGG-16哈。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**VGG优缺点分析：**\n",
    "\n",
    "- **VGG优点**\n",
    "\n",
    "VGG的结构非常简洁，整个网络都使用了同样大小的卷积核尺寸`（3x3）`和最大池化尺寸`（2x2）`。\n",
    "\n",
    "- **VGG缺点**\n",
    "\n",
    "1)训练时间过长，调参难度大。2)需要的存储容量大，不利于部署。例如存储`VGG-16`权重值文件的大小为500多MB，不利于安装到嵌入式系统中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 官方模型（已打包好）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "官网模型调用这块我放到后面几篇文章中，下面主要讲一下VGG-16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = keras.applications.VGG16()\n",
    "# model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 自建模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 224, 224, 3)]     0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "predictions (Dense)          (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 138,357,544\n",
      "Trainable params: 138,357,544\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras import layers, models, Input\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout\n",
    "\n",
    "def VGG16(nb_classes, input_shape):\n",
    "    input_tensor = Input(shape=input_shape)\n",
    "    # 1st block\n",
    "    x = Conv2D(64, (3,3), activation='relu', padding='same',name='block1_conv1')(input_tensor)\n",
    "    x = Conv2D(64, (3,3), activation='relu', padding='same',name='block1_conv2')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block1_pool')(x)\n",
    "    # 2nd block\n",
    "    x = Conv2D(128, (3,3), activation='relu', padding='same',name='block2_conv1')(x)\n",
    "    x = Conv2D(128, (3,3), activation='relu', padding='same',name='block2_conv2')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block2_pool')(x)\n",
    "    # 3rd block\n",
    "    x = Conv2D(256, (3,3), activation='relu', padding='same',name='block3_conv1')(x)\n",
    "    x = Conv2D(256, (3,3), activation='relu', padding='same',name='block3_conv2')(x)\n",
    "    x = Conv2D(256, (3,3), activation='relu', padding='same',name='block3_conv3')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block3_pool')(x)\n",
    "    # 4th block\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block4_conv1')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block4_conv2')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block4_conv3')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block4_pool')(x)\n",
    "    # 5th block\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block5_conv1')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block5_conv2')(x)\n",
    "    x = Conv2D(512, (3,3), activation='relu', padding='same',name='block5_conv3')(x)\n",
    "    x = MaxPooling2D((2,2), strides=(2,2), name = 'block5_pool')(x)\n",
    "    # full connection\n",
    "    x = Flatten()(x)\n",
    "    x = Dense(4096, activation='relu',  name='fc1')(x)\n",
    "    x = Dense(4096, activation='relu', name='fc2')(x)\n",
    "    output_tensor = Dense(nb_classes, activation='softmax', name='predictions')(x)\n",
    "\n",
    "    model = Model(input_tensor, output_tensor)\n",
    "    return model\n",
    "\n",
    "model=VGG16(1000, (img_width, img_height, 3))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 网络结构图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关于卷积的相关知识可以参考文章：https://mtyjkh.blog.csdn.net/article/details/114278995"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**结构说明：**\n",
    "\n",
    "- 13个卷积层（Convolutional Layer），分别用`blockX_convX`表示\n",
    "- 3个全连接层（Fully connected Layer），分别用`fcX`与`predictions`表示\n",
    "- 5个池化层（Pool layer），分别用`blockX_pool`表示\n",
    "\n",
    "**`VGG-16`包含了16个隐藏层（13个卷积层和3个全连接层），故称为`VGG-16`**"
   ]
  },
  {
   "attachments": {
    "image.png": {
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2KvGxDlTMewKgOKa/FtMVIMnTpGOBlKwBapx+DL6MFbACVsAKWAErYAVGqIABaoQCTobhjz3+WClZLmgSOOk4hvFlgML7NBU9UG/84Y2yJhOheznvCRBS9bz3f2hpyXva+OKfSh4TlfQArrr1nhiHp4r1ni5c/uPibYrgJFiiTSClfQGUq/BNhl+U79EKWAErYAWsgBWYzgoYoKb4p0/Y3YIFC9pyngROshGgaFPeU7RTLYTvjrW7S/U8FrbNXqRYPQ+4EuyQ9wQ4nfTem6vbnmwvNgE80ca5jy7aWBbZZZwASfBEm/axOi+AOvOsFS5jPsV/k357VsAKWAErYAWswORWwAA1uT+/jndP6N6yZcva8p0iNGkfW5cHhecJiJpqHijynij+QPgesBRD9wChXD0PyAF2aMdj9eVb9g1aZJe8J6r0UZWPSn0RngRJEZ7Yj5sBquNX2SetgBWwAlbAClgBKzBhFDBATZiPYvRv5M4772wVh4iwlPOgOBe9UDmMD4iaKh4oFqm9aPHWAlCE6QFM2gCpI+s6rShFIsh7EgiV9ll3dMx7mnH0ZdWS1ftaYyIwRW9TXbsBavS//57RClgBK2AFrIAVsAJjoYABaixUnQBzEroH9AiOohVMRZCqAyjlP2EJA5zsVfhY74mQPRa+BYgETrKxeh65TvIQsY9niY0+6o8l/G/prT85Eg54zZ5SbELQpfHRKnwvtrFvgJoAPxrfghWwAlbAClgBK2AFelDAANWDSJOtC6Bw6aWXtsFTHTSpTZYwPkGVQvdkpwJAsd7TrFl3FIiKeU94nlgIV9Xzbnr4lVZu0t273mhV6qMkeQz3Y582KvWdfvZdjXlPgiZZgEn7sgaoyfYr8/1aAStgBayAFbAC01UBA9QU/ORvu+22QaF7AiPBEja2sa+Nc4CTNnmgWEtqsr6effbVUj2PxW9z3hMwRfU8Fr6leh45S8pbop11ovAyRejC+/SDnW+WtZ7Ip7p544FS4lzjspXHKc6tPtED5Sp8k/Ub5vu2AlbAClgBK2AFposCBqgp9kkPDAxUixYtagFUhKQIT3X7GaByCN9kBSjynigYgaeIcLzoRQKEvr7ul6V6HhX2qLQH0AA3y+/dV8awaC5lzHPoHutAEQ5I3hPrQ2mcwEjepW6W/vZATbEfot+OFbACVsAKWAErMGUVMEBNoY/20KFXqiVLllTz5p1e1n2K8BT3IzzldsL4OK9CEkAUnqjJGsJ3ZBHhZ6ujZ6+uvvqtwdXz8CKxrhP5TcCV1nsCpKiq91cfuLV4mn708p+LTQBSzIVn6uLlRxbZFSRleIqeJ+1Hq/4GqCn0Q/RbsQJWwApYAStgBaa0AgaoKfTx3nPPPdV5551XYGfu3LktL1QEJu1ncIrtnIsANVlD+IAn8p5YmwlvESF48j5hyXvCM6WiEsAMm/KeTj7lP0ponsYAToAU4XrAU8x7EhQBUoIi2gRW3awBagr9EP1WrIAVsAJWwApYgSmtgAFqiny8O3bsqC688MISvrdw4cJSge/k95zcWkAXQBI0yQqasACT+ui8Ckhgzz777GqyhfCR94QHicVpyXvKIXjkN717xtJSVIKS5QKoz39zb8mHwrsUx7DPPIT6Ca4EThGaIjjpPDb2ifucM0BNkR+i34YVsAJWwApYASsw5RUwQE2Bj3j//v0ldI/cp3POOadAFCF3eKEEQxGWuu1rjAAKD9RkAyit90R4Xq6eBwixBhSeqY9/Zk3xOAlw8C6dfMoPq08t3j2oaAQeLDxZhAMCWRGOsoeJc7mt7ljQZoCaAj9EvwUrYAWsgBWwAlZgWihggJrkHzNhaiyYK3CKEKVcqAxMAqTcrmOdF0Bh8WpNFg8Umnzp+j3VcSd9u7r2X382CITIeyLnCe+UqucBPP++9bVWO+s9xdA9oItKfHisCPuLHiuBlLxKAqXcruM6K4ByFb5J/oP07VsBK2AFrIAVsAJTXgED1CT/iJ/YsqXkPQmgZAEpvEa9eqEI4VMYHyAFRMU8qMkEUGW9p+NXlHWdculxeZHIYaJ6nqCHvCe8S3ilVn5/f1voHiBFgQnC9igsoUp9AiEBkyztmldt3awAinBDvGd+WQErYAWsgBWwAlbACkxMBQxQE/Nz6emuDhw4UF111VUlZC96ntjXduZZH6lOOPHEVi6UvEvyNsnWARTn5IWaLAAFfHz4jG3VRxdtLNXzcg6TPFOLr9nT8iIBPITk4bH6wvV72+Cp5D3trcp8p5yyvJQ2FyAJknSMzaBEmzb1z5bzBqievvLuZAWsgBWwAlbACliBvitggOr7RzC8G3j11derVatWldC96HUSOAmo8ELNmTOnp1yoCFECLQEU8030ED7lPeFFIu8pwhNeJML1WAuK0D15kVi/Ka4DVVds4qLFW6sZR19WFtsFdgRA7HcCpnyu6Zj5DFDD+x14lBWwAlbAClgBK2AFxlsBA9R4Kz5K13vs8ceq888/vy33CcjBU8QmgAKuyIVifacYoifPU7STHaDuWLu7VM+jul6Ep+JFev7NUjCCMDzgSl4hrfdEThSFJWLeE/uE8xHu98mLtxXIETwJhiJQqU1W19AYHUervgaoUfpheBorYAWsgBWwAlbACoyxAgaoMRZ4LKbHE3TFFVe0vE/RA5UBinWh5IWKsJT3BU94nNjPHiiuMVE9UBSN2LTxUFkQt1P1PLxI5D1psVzAhv6E7i2/d/AiuyoqwXpP7At8IhAJgGIb/XSs83VWfehvgBqLX4rntAJWwApYAStgBazA6CtggBp9Tcd0xsOHD1fLli0r8AQcZXgCltjkgVIfeaEyOHEseIqWdhWSoIw516Fc+kR87dnzWlnU9n2n3lhRPS97n1Q977zF7dXz8FThXcLmYhMssjt/4X2tRXYJ9QN0MgjVtalPBKQIVbFdfQVQrsI3Eb9hvicrYAWsgBWwAlbACvxZAQPUn7WYFHsbNmyoPv3pT7cq7wmg5HmqAyhC/SgmwcK6QFKGqAhO2o8AhVdqogIUuWDnXb62VM9bc//BthA8QIrqeeREAUPKewJm8CixRhSL4ua8J8YBVaz3hMdKkBPBhzkiPOlYVmM62TifAMpV+CbFz9A3aQWsgBWwAlbACkxjBQxQk+jD37lzZ3XppZe2eZ8iQAmesAAV5/BAKVeKYhIZnjgWNMkCTAIo7EQGqNWrf14AqSnviWp8ANRND7zUCqsDpBaev60AVF7vSXlPhPvl9Z6aYCiClPoIpLARlGJ7HGeAmkQ/RN+qFbACVsAKWAErMK0VMEBNko+f0L3rrruuABFQpNA8ARQhexGgOGYTQMkLpbC8CFICJyywxMZ+zINinokUwkfe09athypKixOal0PwOKZ6HgvfUqJcEAPgsN7TrOOXVl9Z+4u2cD/gCaCiSh8b3qsIORF+NB9t2peNYwRUdTb2N0BNkh+ib9MKWAErYAWsgBWY9goYoCbBVwBYuOeee4onSfCUAQqPUwQojiNAEfbH+RzGF+EpA5QgC6CaaABFyXLC8gAdqufFvCdAiKIQhOABSyySK9AhH4pKfKwDlaGLvCeq7VHqnOp7ynvS2DoIqoOlCEYai837cawBahL8EH2LVsAKWAErYAWsgBWoqsoANQm+Bk899VR14YUXdvQ+NQEUHiq8T5/97GfLeIXxAUsCpCaIkgeK88wxUTxQ5D2xIO4xxzxUkfcU4Ul5T5Qlp3qe8p6AITxKABftOe8JmCIMEI/Vhct/3LbIrsCpDoCaYEljOtk41gA1CX6IvkUrYAWsgBWwAlbAChigJv534OBvD5aqe9HzBMzIA6VQPQHUggULWp4ozgmg8ECxqRpfLwAFYCnkb6IAFN448p5mzLyhgE6GJ8BI1fPwQglSACnASaF5eKniWK33RFGJ6LHSeGwnGIreJPWjLW6aK7aprwDKVfgm/m/Sd2gFrIAVsAJWwApMbwXsgZrAn/8bf3ijWrNmTQuCgJgIT8p/Ap4EUDGMLwMUXigAS2F8gih5oJT7pGMBFJbrHjhwoK9qAU/PPvtqCcGjCESTF4l1nb5w/d6KkDyghY2QPULzvnzLvrZKfYDUD3a+WeAKr5UW2RXYRDCK4JNhqOlY89TZOEYA5Sp8ff2K+eJWwApYAStgBayAFeiqgAGqq0T960DonkqWC57qAApQEkDJA8WxAApvFfMAUEAXYXyCpCaIAqYEUPRhfL8BirwnVc8j76nOi0QIHl4kgETAQ7EIoGrx1c/U5j0xp4pK5LwnzVEHQBGums7TJ4JSPtY4A1T/fme+shWwAlbAClgBK2AFhqKAAWooao1j3337XqyuvPLKQd6nOoASPOF9EkCxHwGKcQCUwviAo+xxElSpnT7aGNtPgMIbBwABOoTmxfA7QIr8JiryEaLHGk8CFa0DRfgenqY4jn2KSjAnHqof/O//2xpXB0edQEjXw8ZNgFRn43wGqHH8cflSVsAKWAErYAWsgBUYgQIGqBGIN1ZDKVm+YsWKAk94j6L3qQ6gAKUMT9kDJYCiGAV9TzjxxEEABTgJnmTlheonQBG6d8fa3WU9pzovEgUgWLMJEFL1POCEXKaPf/LZst7TLet+V/3o5fa8J9qoyCePFWMENQIewVBu1/luVuOxmiO2abwBaqx+TZ7XClgBK2AFrIAVsAKjq4ABanT1HJXZntiypZXrlOGpDqDqPFBNAHXRRRcVMIt5UHieBE/RyvtEIQnAq18eKPKeyE8699y1g/Ke8CLhPQKeqKIXvUi0s4gueU/R86S8J7xVZZHdh9vXexLoyApyZNUuEOp0rDF1No4zQI3KT8eTWAErYAWsgBWwAlZgzBUwQI25xEO7wK5du1q5SjF3idA7tjqAwqPUiweK8QAUc8ydO7eE58nTFMFJ+8qP6idAkfcEOOEpIhwv5j2xj8dpxtGXlT6Cp40v/qmE+VE0gnWdKCYRx3GexXcFVwKh6CXKwKM+QE8+1+1YY2UjOGmsAMpV+Ib2e3FvK2AFrIAVsAJWwAqMtwIGqPFWvMP1WN9o+fLlrdwlQAfPD9CDzQAVi0f0ClDMQzjemWd9pA2g6rxQEaC4B0qqj+eL0D3We2JB3LrqeXc//ftq3sc2lAp6tz15ZOFb4IQcKNrZqNQX4QlP1Fe/ta9AF4vsCrrq4CkDj2BH7XGM2iIcxfMaG23sK4ByFb7x/Ib5WlbAClgBK2AFrIAVGLoCBqihazYmI4CFe+65p4TXAUZ4nwCdSy+9tLriiiuK5Th6oOjXlP9UF8IHgAFQbBSbOPbY49pynrI3SgBFKN8ll1wy7gC1ft2vSvU8SpKT5xTD8PAq1VXPA4jIaaKgxE0Pv9I2BpBi4V3Offwza8oiu0CMNsGNwEfHsrRrf6hWc2LjpnkMUGPys/KkVsAKWAErYAWsgBUYdQUMUKMu6fAm3L59e/EwAT6UGgd2Lr/88uq6664rC+leddVVBWJoB64ET53yn+jDXCpEwVggLOZBKVxPNnuiVEQCkBtPDxR5T+879cYKj0xd9TzynWYdv6LkP8mTAzypHRuBi31ghRA5QvuAK4GTxgtsBDU6xsa23L/bcRyvebBxnAFqeL8bj7ICVsAKWAErYAWswHgrYIAab8Vrrnfo0CvVkiVLylpOQA/AA+QsW7asWrVqVdkI7cMTBQBFgOqU/yTIor8gSgClPKgMTE1eqPEEKPKeLlq8tVTPY72nDEJ4kchfitXzgJSbHnip5Eop7ymOw4N1pNjEilK6XPAiG8FG4KQ29cGqbahWc2I1H/uaxwBV88NwkxWwAlbAClgBK2AFJqACBqg+fyiE7q1Zs6YFT0APcHPNNdcUcOIcGyAFZBF+J4Cq8z4BVArfyx4o5gWgFMY3b97pbXlQ0QsFWMUQPrxh4+GBUt4T3iVylSIEEYKHN4rqeXin1mw63AqHI+9pzmkPVvMX3leRG5XznsilotgExSOU9ySQEcQIcuKx9mXVJ4NQt2ONj3f/NlUAACAASURBVFbXZ6wBqs8/RF/eClgBK2AFrIAVsAI9KmCA6lGoser23HPPFW8T4CPgId+IdaBuu+22tg2PFJ6pTgAV4UkeqBjGFwEq5kHVeZ4iRAFQeMrG+kXeEyF2gE5d3hPtlCynqMRDL1bFmwOUqJ2qfBGe2Kd6H2XQKSpx147XyziBjCAGq7Y6GKJN54drmSNvmksA5Sp8Y/0N8/xWwApYAStgBayAFRiZAgaokek3otFU3QOSAByBD3CE9wmvUwaolStXlmIS9AeO5IEChNiy90lAxpxseKBiHhTntaBuHUCpjTyo8QCoPXuOeJEAnbq8pyWr95WKfITi4UUSQNF+zDEPVdgIXfJYfXTRxhLaR95THRwJYuI5tWUrABJ4DfU4zhfnEEC5Ct+IflIebAWsgBWwAlbACliBMVfAADXmEtdfgFA11nxS2XJ5i/AQRe/T7bff3gIpwvjIgxJwKf8pWoGY4EnepzqAom3OnDmtRXSVDyU7ngAFTJL3xHpPt6z73SAvEnlPhPWdfvZd1d273ijwBLwsv3dfy2PF+k4x5A+Yunj5turdMwYvslvncRLcNEGRzo/Uan6s5jJA1f9O3GoFrIAVsAJWwApYgYmmgAGqT58I+URPPfVU8TYJnrB4egAlvE/A05133lk2jvFKUY0P8KGvwKnO+wQ4xa0OoPBGsaAuoCRYklX4HhYPFOA2ViF8b/zhjbLeEzlK5CpFCJIXCXCicAThePI8EY6Hd4nwPPKe4jj2v7L2FyXc71OLd7fyniK0CGQEMflY7Vh5i2TVd7jHcU7mMkD16Yfoy1oBK2AFrIAVsAJWYIgKGKCGKNhodD98+HA1MDBQbdq0qYTkyWsE5FAoQuF7wBNrQ7EBU7RznlA8he8JorCaJ3qf6jxQgFOnQhIRngRQgB33PRavrVsPFc8ToBND8IAgjlnw9riTvl2ASAUgsFTbo53qexGegC6KSlBoAvBiPwNP9kBFWFLfbHOf4R5H6NIcBqix+GZ5TitgBayAFbACVsAKjL4CBqjR17TjjHhb9u7dW8L3ACNARuBD+B55TvI+3X///QWy1q9fX7xQABTrQjUBVAYneaAAM3mglAclgMJ7hYepzvMUQWqsAIq8J3KeAJ31u18eBEJN1fOW3vqTEtJ34fIfD4IuoOTcc9eW84T4CYQELoKW3K5jrPpkqz6aa7jHzBvnMEB1/Nn4pBWwAlbAClgBK2AFJowCBqhx/CjIezpw4ECBp507dxZQEgwBP4TJKXwPuHrs8ceqp59+unpiy5bihQKsqMSHByl7oARhgihBU7RcSwAFrFHRj/6xkEQM54sAxb2NtgdKeU/kNlE9L3qR2Cdcj5LlpTT5rjdaIEQxCCr1Eb73yN6qLV+KcRSZmDHzhuoL1+9tQYpgRUDUCZJiH43rpb/G9WrjnAIoV+Ebxx+kL2UFrIAVsAJWwApYgWEoYIAahmjDHQKAUDiC0uU7duwoxSLwEgl6CM+T9wmv0/bt21t9161bV85RdAL4aQKo7HWKIXzyQsVKfLSd/J6T2/KgIjhpfywAavXqn5fqeTnvCQh65Pk3i1eKvKe43hMFJPBYsbHILuF6EbwAMZVBpy+QIgiSjeAS2+J+7AMQ6Zws5+PcwzmOcwmgXIVvuL8uj7MCVsAKWAErYAWswPgoYIAaH50rhe4BT0AUBSQAJuCJDc8QcARAkfvEefqy4a0iX4pzVOhT2F9d/lMGpjoPlLxQzNNrIYnRBijynoAj8pjwIkUIIu+JinwUlfjHr+1oVdwj74l2AOlf7n6hbQwgRSEJ8p6o5Efek4pNACrZKyTgye06jnDTra/GDNcyvwFqnH6IvowVsAJWwApYAStgBUaogAFqhAL2MpzQvX37XmwBEQBFeB55RQIowumU/4S3Sd4nQdTmzZtLIQkBVIQn9uXFisBUtx/D+ARQ8+ad3jUP6sorrxy1ED7ynshRIjwP6MleJBbJpfQ4xSOAEmAGGGKdJ4pGEKIXi00wnhLmwBjwFPOeBDWCIKzgSOd0HPvoXLbqk8eM5JixBqhefknuYwWsgBWwAlbACliB/itggBqHz4Dy3wIhWQpEADACKDw8FImg2h5whddJ3icsHinOAVnZA6X8J3mfBEmyEaTUpjA+wgHPPOsjXQFqtDxQeOIWX/1MKS9eVz1PeU+5eh55T3NOe7BaeP62AlXZY8WcWu8J2IqgBKBkEIrAk8/pOMOS2kfbch0D1Dj8EH0JK2AFrIAVsAJWwAqMggIGqFEQsdMUAAMlywVOsoTjATPyHF1zzTUFoGL4XoQoiklwDoDCWxVzoARhTQDFdQRRdQCFB+vYY4/rWIlvNDxQeOLuWLu7hOARmhe9SDHvadbxS0tpcoEQ6z0t+PsNrXWgssfq5o0Hypz0yXlPgh3BkKzaZWmPUMWxzsnW9cljhnqsOQ1QnX5FPmcFrIAVsAJWwApYgYmjgAFqDD8LgIGS5YIm2VxAAqhR/hOeKYXvAVDaACgq8wFQl1xySQEoQZQgrA6SmBtvUxNEyQumQhIqGpHtaADUpo2HCuhQPS/DE8eE5h09e3WpniewAF4oVX7MMQ9VX/3WvkF5TxSSIBQQ7xSgpXHYCD7al+W8NrVlq/NxrtxntI4FUK7CN4Y/SE9tBayAFbACVsAKWIFRUMAANQoiNk1x8LcHW1X3BE8qIIHHSZ4jIEb5T1Tfk+dJYzgGqjJAKQ8qAlT0MAFOgqdOAAV4zZkzZ0w9UPv3/7GE3334jG0l7ymG4OFRAo4oKnHe4kfawId8KMqc1+U9UXzinAseKeGA1/7rz1oeJEGNAEjH0TukNln17aVPXV/a4tihHgugXIWv6dfkditgBayAFbACVsAKTAwFDFBj9DlQsjyH7gmMqKgXC0iwz/pPhOiR/wQ4yfMkWwdQeKCa8p8ET3UABTDJM0UOFPtz587tCFBXXXVVxbpNw3kRxqjqeXm9J+BJXqRTP3BXq3oeAEI+FB6ZukV28VgRBkilPvKfMtQAMxGOBDd1bbGvzqt/tDo32pZ7N0AN55vlMVbAClgBK2AFrIAVGH8FDFBjoHlT6J48SoAS4CLPEXBCAQnaWTRXABVtBCjlQAmgcu4T0MT8bAIpeaZymJ/6UYmPsD0W0s3hexyPBKDIe6qrnlfynvZWJb+J6nkUlVDeE7lMMe8peqx+9HJV3bLud8Vj1UveUwYegKWuTRAm26mPwEp9R3LMWAPUGPwQPaUVsAJWwApYAStgBcZAAQPUGIh64MCBQXlPgifyn/A2ATQAFEBz3XXXFYAi/4lcJ3mq5H3CNgGUICx6lSJACaIyQMX+9KES3+zZswcBlIBquAD17LOvVniWqJ6X856Aolg9j3WeBDeE7LHe09JbfzIo74nS58z5/g8tLR4rxghgohUACXJiv9imftn20iePGe6xAWoMfoie0gpYAStgBayAFbACY6CAAWqURaVkOXlOAqZsKUcOMOE1An4AG9Z2oipfXP9J8CQvVAQolTGvC9/L8CSAop1ryQOVAYp8qjqAwvs0Y8bMIXug8MKR96T1ngjTi14k9r++7pclfyl6kfBAfWXtL0o76zpl6GK9p7LI7swbKvKeOkEO53oFmghemjOPretDX7Vr3FCPGWeAGuUfoqezAlbAClgBK2AFrMAYKWCAGkVhu4XuAUPkP7GmkjxHsYAE5/BQCZpkswdKlfMiQAFHCtdTWB79tN8EUIyjD/dzwoknDvJAKZyPohdDyYHSek+E7lEgIpYeZx8v0vtOvbF4kv5962sldA94Iu/ptDOerqjU94Odbw6CLhbTnTXrjlKZT6AiK4DpBjXqL0v/DEs61pzqq/bRtgIoV+EbxR+kp7ICVsAKWAErYAWswBgoYIAaJVF7gSeAiEp6AiC8UJQkJ6SvbgFdeaGwWgcKb5XGAz1s2ZvE+bjJC5U9UBrHee6lUynzoQAUWqxf96uKvKba6nnPv1nhXWK9p3+5+4VBeU+MA6QydK25/2CpyEdRCZUs7wQ/Q4UcwZJsEzTl86NxLIByFb5R+kF6GitgBayAFbACVsAKjJECBqhREpaqewBSpw0QUv6TCj/gjVIBic2bN7flP8kDhW0CKM0jDxQwFOGJfdqaIErjgClKmcvjlC0AhVepl9fWrYfK2kzzF95XPfL8YC+SquexvpMgBUs760BhY7gfIIU3CnAqxSYefqWE7mksAKN92SaoUXu2TbCV52vqN9x2zW+A6uWb5T5WwApYAStgBayAFei/AgaoUfgMAAstmJvzn+RFEgQp/wnwAV6WLFnSAijyowRNGicLQOGlwgMFDMn7pHli7lMGKEFUUxif2illHsGJ3Ccdc5+9hPCR98TaTE1eJKrncY6iElTaE/xQ3pz2Ty3ePSjviTwo8p6Aq255T8MBGUFMttxbnK/uvO4/Apn6qS0fq11zc94ANQo/RE9hBayAFbACVsAKWIFxUMAANUKRCVfbt+/FatfzOwd5n4AfARGWNZ5Y80leI8AFoKKABKF9QFLsL3jCAlf0W758ecl1EkApDE8AVQdPTQAl+ALk2GIpc+ApA1Q3DxRarFz5bAEh8p6yF0nrPf3VB24tIXoCCcL1qKo372MbSmheDN1jDopKsN4Ti+yqUh/Q0QQmuV3HTZb7EMxkq3uUzeeHe6x70bwGqBH+ED3cClgBK2AFrIAVsALjpIABaoRCd6u6BxAJiljnCZgRuOBJAogAI0qYU2lPfSM8sc/6UPRbtmxZgR0ASvMAP8wleGKdKG1q4zwbfYGuuMkDBUBRiQ+vU4QnjvFAdQMo1nsir6mpeh4ANCNVz8MLRf+T3ntzWQcqwhP7N288UIpNCK4oNCH4kB0uxORxghnZfF7HOi+r++j1WPNgGctmgBrhD9HDrYAVsAJWwApYASswTgoYoEYgNCFtAwMDBXpy6J5ASAAFHK1cubIAjDw+QE5dCXONjRBFfhQAhceK8RGgovdJ4BRthCjBEvDFFj1YCxYsaJUyjwDFWlDdAGrPntdKWN6Hz9hW8p4iCBGC96Xr9xS4+sL1e0vRCEEHx1Tqw2aPFflTVOM75ZTlBaSApwgfAIvmkW2CGLU32aZ54zXYz/2GepzvU/cjgHIVvhH8ID3UClgBK2AFrIAVsALjoIABapgiK3RPgFRnASC1E75HIQbBEyBDOB9QRW7T+vXr2zxQGaIocU6xCUCGOTL8CJIiOGlf5/BACaCiB4r5aGctqFzKXCDVCaA65T0BRXiR8Ezl6nnkPVHKHM9ULjYBdF3wT89U756xtPr8N/e2PDUZaEYDagRBghlBjtqzVT+161jjmo5p15hsBVCuwjfMH6SHWQErYAWsgBWwAlZgnBQwQA1T6IO/PdhaMLfO+yQAkiXHCWASrAAsVOBTCfMNGza0rQEVvU/sA1j0BcKAH4XvMU9T+N5QAQqvVlMpczxfdSF8ynsiNI/qedHzxD7lxgEnQGnNpsMVC+ECEqz9RDv5UPSJ45T3RFgf4X2x2IQgJQNIE7Sofy+2aU7mjuPVT+067tXW3asBapg/RA+zAlbAClgBK2AFrMA4K2CAGobgCt3L4MRxBB95n1gcF/jBEwTwaLvyyiuLVwkPVF5EN87DeHKkmOOqq65q5S8JxgRQAqY6y7Xpx8Y4tuyFAsqaSpk3AdSmjYeKd4kqeTEEj328SAAQ1fO+fMu+VsU9CkGwPhRV91jbKcMTxSaAp49/Zk2raISgQ5AioBHEYHVuuFbXkG2aJ5/XcbR196fzeV76GqCG8UP0ECtgBayAFbACVsAK9EEBA9QQRcfjQsnyAk87d7W8UIIlwEdeJ+1TAAIAEcDI4k3SGlCE+AFKcazGkz+FBwuAwmsl8BFAKUQvghML9MbjCFAAHGMVBsh8AqoIUArfo4hEHUCR94QXifWeWKcpAxR5T4TgEYoXq+eVdaDe9lgBWXEcoXzMR8jf8nv/DF0RSDKA6FiAgo39Y3vTvubINvevO5/buh3H+9N9GqCG+EN0dytgBayAFbACVsAK9EkBA9QQhd+/f3+BJgAqe6AEP4IpHeM9wtskcJIlr0gA1bSILhClRXTJlxJACZ6YKwMU8FQHUIIoAZRCAQVQzMlaUBGctA4U1f9iCB9eOHKXAB1ynKIXiX3C9U74y+sLDBGiJxC56eFXiudpwd9vqC02cfHyIx6rJav/DE+MzVCi+aLNfYZ6zFwCmrif59E11R7HqE19slVf9dOxAWqIP0R3twJWwApYAStgBaxAnxQwQA1BeIXuPZc8TxGk5DUSPOE9wnME0AicZPHqUFmP8uYZoJhHGx4swvwAKPKoBDyAkABK3ibBU7Q61wtAUcq8CaDwvvHCrl798+qYYx4q1fXwIEWAUvU8wvBY40mQAEjNX3hfddoZT9d6rFg7atbxKwqYARSM09gINLQJQLIVsDSN03mNy8dqz1b94rVpi8e6ZmzL8+iYsXFfAOUqfEP4QbqrFbACVsAKWAErYAX6oIABqkfR8b4odC8CU/Q2aV/gwzGheXhvBC+CJ45prwMowZfmUQlzAOrSSy9t5TD1AlCCJ2y8hzovFGB25lkfaQFUBClgTwC1ft2vihepbr0nQvKOeKZWtKrnAQuE8BHKh8dq6a0/aQvbA74oKkGhibzIrqBEsCEroBHE6FjnO1nNyRj66VhWc8mqXXOqPR9rPp3XuGw5rzbtC6Bcha/HH6S7WQErYAWsgBWwAlagTwoYoHoQHnBQ6B5wI4CSFTjJAj6CILxLdeF7wIwW0aUPXqY4XvCEVQlz1owChHoJ32vyQAmiIkABTtoAqLrFdIE9dCDvCS/SqR+4q7r76d+3eZ7wRH1l7S/KYrnAkgADCzQBTxSPiN4q9vFYnXPBI2U9KEqba7FcQYbmEZjoOFv1V79OVmPVR8fdLP3VJ+53atO5Jss8BqgefojuYgWsgBWwAlbACliBCaCAAaqHD2HfvhfLGk0AUxM0CX6ifeqpp0rYHV4jeZ5kASEtokuBCAAqgpcAihBASpiTKwVwAUAZoORlitDENeOxPFDdAIrFdI899rhKuU+yXJsQRgCI0L1b1v1uEAiR90RlPRa/zXlPc057sGrKe6KoBHCFxVMFCLEJOAAMwVFdW9159WuyTfAT59I1aYv91Z5t7KMxTVZjOc++AaqHH6K7WAErYAWsgBWwAlZgAihggOryIbDeEx4ivEARoLqBFAC0bt26svCtoEXwhAVuBFDyQGlOwROWAhIAFgCFF4ixAJTmYu4IUICTtgxQgijG4oFik+dJFfkiQMUQPgBq5cpnS44S1fVi9Tx5keaH6nl4kYADQErrQHXyWAFXQISAQ4CBFQTpnI6z1fk4lrZ8rHHqj1Vbk9UcvfTtpU++jgGqyw/Rp62AFbACVsAKWAErMEEUMEB1+CAIWaOCHvk/QAxlxgcGBlqhdtHbpH2gh33AB+ihal4dQAE55DSRA9XJA4UXC8BiLqr2CXyAIOYVQAmW5HmSVbsgK95LXRjfwoULqxNOPHGQB+ofrlhScpQItXtkb3vpcWDqkmu/U804+rKK6nmCJ+U9HXfStysKRMRy5eyrZDl5T+RAAR6AimBFkEG7oETnZHVO53ux9NF4rqF92Tin9nUvsmqvs5qnm41jDVAdfog+ZQWsgBWwAlbACliBCaSAAarDhwG8AB5AEABDmF30QgmaZOU5ArQIu8NjBMDIWxRtBCgAqa4KH/NQhIIKfFTyY92oTuF7zBk3ri2QigAliGoCqJPfc3J11FFHtRWTeOc7/66a97ENg/Ke8D4dqZ63tK16HnDA4rmE+33h+r21HitgjEV2We9p44t/agEUYyN8ZGjRcbZxXISTuF83hvO5PR93miP3HeoxcwugXIWvww/Sp6yAFbACVsAKWAErMAEUMEA1fAiHDr1SPD5ADxBCCBtQVOeFEjgJpAAvgIviEYKVCE+aUx4oAEoL6WouLNciDBAvlRbRBXo0l7xPwJFgScCUQaoOoJgHIFMYH3bRokUVAEXuEyF82t77F5dVX1/3yzYvEvBEmXKq5/HgH/OeyIeijDnhe3WL7JLvxCK7i69+pg2W6mCmqY12gVZdnyaQoW9df7Vjm+ZVezcb5+q0zzxsAqiJWoUPbyzfSf5TgNBT/jMhrgvW8DNysxWwAlbAClgBK2AFppwCBqiaj5QHQ4BF3h7gg/A5PEF4irIXigdLwRNFHwjJ40ETiBHsYCNMsZ4T11AZ8whQzMWcgJjyn1TCPIfwZXiK4BT3AawIUbqv7IUCoObMmdMK4QOg8D5RPGJQCN7eqlTPY8Hcmx54qVU9DxigxDkFJQjNA7Q0ln1AjDELz99WwEEQkcFF4CEQysdql9X5OE8d6NT1V1u2Gh/nzn1GeszcExmggKcNGzZUZ599dgFqvJN8R/hu+mUFrIAVsAJWwApYgemmgAGq5hMHZuSdEWgQxsf/vJMTRX5ThiigB48RxSYAozrvEwAliMoAxTjgC3DSBqwp/4lrA0DyQGXvU/RAZXDieCgANXfu3JYHCngChshXiiBE3hPeI0LwPv/NvS2PDTBBCXPynihpHscAUXijyHl6/4eWVnipIuzUgUgEGM7rWHY4YKMx+XrxXpr6aIzON1ndX692IgMU65+RB4jXiXL+fFcBKL4nHPtlBayAFbACVsAKWIHppIABKn3aPCxeddVVLe+TgAUAwQtFaB7/Gw9EATqqnAf88GCJR4l+QIvgCxvhieMMUJpT3ieVL2c+rkkIIeN0PwIo7qsJnjJI9eKBohofD8YK3SM8ry4Ej7ylGTNvKB6ou3e90QIh2mcdv6LkQ8VKfaVoxN6qOvfctaVkOXAFXGTAEJConeMMLTrOlr5xnOaKVmNyP451TrauT7wf9RupZc5eAQpvEFvdq9O52D+Pz8f0jXNROAV4ii+ACoji+++XFbACVsAKWAErYAWmkwIGqPBps84Rnh5ygRS+F4EFrxIgQygfwMNDJWF2WI5p53yuvCfYAWDYzwDFOPKrmAsvFhtz4u0SQAFlTQAVQaluX5DVBFC8R+VCAVDz5p1e1oJibaa66nmUI2chXYpKEKKnhW/Jh2K9J9aByh4rAIqiElTqU96TAEW2DkR0TlZ9IhT1CjWaQ1ZzyfYyp8aqr46z1fleLGO7ARTfTbyR+qz4bgh8sHxf+H7y3eX7B4ALgvhe4RXlO0ZOHXPwnwR4jw4fPly+s5SvJ3yTsDzG0Z9jfg/kA+pa+rkA9ZynzL9fVsAKWAErYAWsgBWYTgoYoMKnjQdJD6gRoGgDXgARKuHxUAnY8LDJgyyWY+CJh1hAhf7agCZBTBNAMQ8hezzssgFkCt9TQQrdB3OwcZ1evU+6fhNERYA686yPlAIPVM9T7hKWcDzAiDWb8DLhbVLJcrxQ5DThsSI0L45jf+X395cxjKVvBo4miAFAdE62qU2wkudWe9M49df8snGc+tTNof7DtcwpgKqrwifI4fuFN4jvBd4fvjO8+P7xXeN7gwcV2OYzJBSVY74rs2fPLmDFeNopFAIk8cKbiteRMQrJw7vKd4U58wuYwgPFd94vK2AFrIAVsAJWwApMNwUMUG9/4jxYAkfZ+wS0RHAh9I4HVB5meQAFbijwQNEI/lcfD5AgSQDFg6g8Q+zTHkP48EDxEAw0AVE84OIpoJ35uQ7j430wj6BIczMn+7JqVz/GaIv3yLwCKN7/0cdfUKrn1XmRLl6+rcAVVfRY54mHf6zar/3Xn7XBE9BFCCAeK6ry3bzxQCvcTzDSC5zQV5v6Z9srwOR5NE7z6b462dhX80Wr802WvvGcAKquCh/fDQo4AEO8gByO+Q4eOHCg7EeYwWPE54lXCQ8R3iiAie+SxnMO2FclPb7DQBngxIvvIW3Z88Q5oIpz9j4VqfyPFbACVsAKWAErMM0UMEBVVQlRuvHG7xa44MGTTeAkaIkwRIgUsMX/wrMBVE3wBKgAMEANWx1AyZsFNAFRhFrhZaCdjYdVjeM+mJNj5hUkyWZ4UnuGKOYQRAmgeN///bTPFtj53tbXBoEQXiSKQ+BpUt4TIEAFPtpLsYm9RzxV8kCRBxWLSijcT/Ag6BDERLDI59Snyap/tLqObB6rvnXtGqM+srnvSI+ZtwmgABy+WzFcDqgB+Pfte7HADN4joDu+BETkKAFFwFEEKObje0xoIC/gjD78R4BCWQGv/KIf30nBXD7vYytgBayAFbACVsAKTHUFpj1A8TBK6B4PqUBJhieBlAAqAhEPoNoAFQGJ+mKZk3PqJxACdHjIFSQBTHgagChsDN/joVZzYwVPvQKU4AnLWDbm0Zx6j5/4xAXFS5TznvAiKe+JED1ynbTwLft4lwjNq/NYEQbIek9AFJ4qoERgksEDkMhtOha8aKyOZdWvm1V/bO7b6VxTX91PtnGuTvsa1wRQwAzfHTxIuWAD311ynwAfvjPxhfcSsAK0yKnLHqiFCxe2ARRzKfSP0EC+m/JOaV48X3wvIzzRJ/dTf1srYAWsgBWwAlbACkxFBaY9QD23c1d5cCScCaCoA6gIROxniBGQ5H4CKGCJ+XkQBmJozwClMD7BE8fAFV4DvF2aO19bHibm00Yb+zon2wmgFLpHgYfm6nkrSmlyAQFeqPMWP1JymwjNyyXLb3tyf8mJoqiEFtkVMMhqrnhct58BJh8zj8bJam7ZujG9nNN80ea5RnpctLx8bfUPVyxpeYX0B4fvwDve8Y7yHVKOEtUayV3CC0U4Hp8tuVJ6Ad18ZwAwAKqbB4pxeJyALrxT2ftEuB6eUYX40Z+56UfIoF9WwApYAStgBayAFZguCkxrgNq//48FUPA+ATg8cAJQGaIEL9kCM2yxXd4c2jjHgy3gpGtEgFIxCkAJYOJ/99kiPJH/xHjm1Zx1HigBk6ygCcs1ZZs8UO/9i8uq+Qvvqy1ZvmT1vrLe04XLf1y8NoAEG96lY455qOK89KUBQwAAIABJREFUQvawynsCnMh7oqgEHisByHBhQ+MFPfG41znzWMZpHln6dJtP83SymoM+mjtbjcc7d97la8v3BDCJLzw+5DyxgC2AAzDxeQJRvAAb2vAa0Zf8JT5ncpXwLHH+2GOPK/9RIKBiHr5TAJhenOP7w/c2whjwBMTjxaLQRNz47nINv6yAFbACVsAKWAErMF0UmLYAxUMf4XKADZsghYfKXgGqDpwiQPEQywMpcMYDKJYHX8ZhI0AJoiI84Xmgj8bwYCsAEhRxjo3r1G06T39tmoP52FjUltA8wvQiCLG/5v6DJQSPh/uY90QFPvKe8EA9UpP3dNHiraVkOZAlgBA8CBrU3ulY5xgrIMm2bt44t87XzaH585xxvPrI5r5Nx5qj6XxsZx/vE9/DupA4wIiiEcALfQRP/KHiu4wniHY8iXyf5SliHO0AFp4lPJwcA2QcZwDCq8UWX4QJ0pc5IjxxLbxbflkBK2AFrIAVsAJWYDopMC0BigdOckOAEx42gRtAQ/CUAYr2CEt5X9AULWACsPCwqmtguY7O8UAMJPEQW7dxjiIV9OeaWOAnw1MTQAmeZDNAMRd5T6z3VFc9j5ymv/rArQWubnr4lVbJctZ+Ov3su1rFJmLoHuF/S2/9SfFYkfcEGESAASoiOAzlWECC1aa5e51T47B5TKdzua+u22Tj/HHeun3moLiGACp7oHr9gyRPkKzG6ThbzqtNfW2tgBWwAlbAClgBK2AFOiswLQGKB1QKRwAnQA0bcCFwko1AFKEptmuf83Ef2AFc5H0C0tgUIsX1yFNpAijaCd/j3iI81QFUneeJNoGTbAYo3iehe59avLs27wkvEl4mquwJFPBCAUYnn/IfpT3CE/tU7+McgAVoAQwaKwiJbQIK9cnHatfYJhvn1BjNJZvHqh3b6VyeT8d5TD6umzf3iccAFN+XOg9U55+xz1oBK2AFrIAVsAJWwAqMlwLTDqD4H3e8T4QyUXVMYAPwdAMnQZRAqcnSD9ABYgAgrqFrCaA4D8DVARRtbOS0AD/DBagMURGgeL+s90SeEp6mHLr3+W/uLSF4wBLAIGggJG/GzBsq1oGKxSaU9wQ4nfCX15f1nrTIriBhqEAR+7OvTfei49hP12qyGqM56Kd92eHMp3mj1Xy9WHmgAKjheqDG64+Gr2MFrIAVsAJWwApYgemswLQDKApHkC9CyJzWb+KhFUjJACVgyrYOnDRWsAP4EL4nQBNA0aZQPNrwMil8TzAlgKorXz4UD1QngCKXBe8T1fMyPNEGBKl6ngCAvCeKQpxzwSO1JcuBqhlHX1aKSzBGG1ChOeoAQ211fTjXBEO5XfPIar5om8bUtWtcnk/Hecxwj7kOY+WBMkBN5z/Jfu9WwApYAStgBazARFdgWgEU5ZZZS4cqZXh3BDdATSeAAnjYBFIRoAAnbbQLjrL3KQMU/bg+ACVwAqQETzl8T/MCUArJw3KdTlvsyz5eKPKeAJ0v31JfPW/exzaU3CfynrTeE6F7p53xdMU5ik3E0D0A7KvfOlKpD49VXO9JEDJcuNA4zSN4aTpW/yar8djcp9O53FfHuo8mG+es22ccmz1QE/1Ppe/PClgBK2AFrIAVsAJHFJg2AKW8J+CJhUIp4CCAAkCAH3mRBEgAkzw+gAcQo3Oygies+gMqsXgE8KSNds2F54tCFgIowRN2pNX3BFUZoLjvd77z70rJ7BiCBwRxfGRdpyNFJfRwzyKvn7x4W/E+kQ8VPVbKe8JjdeZZK0reU13JcuAhQ4aAQu35OLYLWLrZeB3NJ5vHqh3b6Vy8D/rm49zGeTbmbJpXYCqrMuYf/8yathC+0Vhjie++i0X4T74VsAJWwApYAStgBUZHgWkBUDw8Pvb4YwVKKBMOoMgjFAtIRIAChgAmQATQoj/7tNfBkwAKOKIfcCRAEzxhaQfKmId+qsQX4QnvE325vu4jgpygiPHdNvXFMsd/P+2zpcBDznsCnqjEN+v4FQWWoheJ9qNnr65qF9l9/s0S0leKSgSPFeAg0JDNMDHUY80j8MnHdSCUr5HH1t1nL/Os3/1y9YPnDlSb/mugtcXjHd/bVLFxj7pPrvVvW16pCIXM21fW/qL64Cf+uVQ8vGPt7mr9ul9Vq1f/vFp8zZ6KsNP44njTxkOlD/26bV+6fk/17LOvxim8bwWsgBWwAlbAClgBKzBMBaYFQD23c1cLmPDsAC0ACvDEVudZAlyADgo9EO7Hxj5tAi0sa+Gwsc88nG/yPgmggCzNTxtzA1CAExv3qLBC5mTLANUJnBir89yP9sl7omQ5azvlEDxVz1vw9xva1nsiH2rOaQ+WSn2s9xS9T0AXD/jvnrG05D0JRgQMEUQELrKxD235WP1kOZ9hqOk4jolz182hvnmuOE59dI/0/enXbqne+OCZ1e//+m8GbbRXs2eXPg+/8HLrvVGVkBBIwifJP5PlM+GYoh54B9ln0z7AJA8S3iRAVn26WebgOoCeX1bAClgBK2AFrIAVsAIjV2DKA9TB3x6sbrzxuy2oAVjY8A4BT3UFJIAbgIU+AI1ykwAbxuCBApgiQNEGGAEvzEm/Og8U7QIoXYN5BU/KzeKcvE8RoACiCEWCo06We1LeE2s0RQhi/wc73yxeKVXPEzyQ90RVvVNOWV48JxG6fvTykfWeePinqAR9AYwIGQKPDCfDPdZ9aV5ZXTOeb7qGxmBzn07n6Kv3h2cJSHr12mur39x+e/u2alU5J4Ait4lxd+14vQJOgVGKbVDlkM9CNrex/taMGTPLWlsqa45dufLZUgWRXDPGMIfG5mPCLgVQe/a8NvK/Fp7BClgBK2AFrIAVsAJWoJrSAMUDJyF7AAiAEaFGAAVcCIgUmge40B+YUYU8QZQq40V4wgPF2Ox94hoCNlnugX7yLHF9PFtAFBv7XJvzAihgig3wagIo5mGcLPvauDe8G+Q31XqRrn6mhOjxMC8YAYguXr6thPQRXhbhCeiikAQP+WzAgcbJRkBhP7Z3Ola/bDPsdDuOMKT9PEbt2E7ndC/0w5Pzx0/9jwJPr+/cWR3evbttA6reOvXU4oH6zapV5X0TDgnw4KkjHBIt2fDgRSuwJc+MUEo8Rx8+Y1trXSjC9lQFkbHqr/niMe8HYOOaxxzzUAVAyYvlv3tWwApYAStgBayAFbACw1dgSgPUU0/+tICHgEieISBGG5Ahb5IASp4hwuoAMDaBFJADxCh0T1bX0Lx18CTPlwCKMUAR9yXAAoDkfYoAFeGJ8YIjWcbVwRN9TzppTvEk4WnSQ7Zsrp4HJOA1WbJ6X3mIJ1xMfWV5eOfhHM8UuTwAhjbBSISODCdDPY5zMb+2pnbdQ53NY7mXPE/T/VFM46WLLikA9fsnn2gDp8MDA9UrDzxQ4OnNz32uqubPLyF8aAmAAj6EOwqapGW0gBCf0akfuKuE+n38k8+WyoeADwAETBECSB/6xrFxn2sAbKzXxRyzj3m6jB/+nwmPtAJWwApYAStgBayAFZACUxag9u17sYTQATiACCBRB1DACgAleFJfQEnwJAtEEWoHqDDvOeecUzb28RjRXgdQeJUESIAV98J1BEgcC4AAJXmfOM/9sUWAEjTJaqys2rEUjSDMrq56HgUNCNvDi0R+juCCvCce+IEkcnjiwzoP50AVng08VMCHAERW8whEdIzNffJx7Mu+5hiqjdfSNbB5Hl1P7eobx+s+yHsi5wlQApii9wmg+tPf/m2Bq19+97sFoPBAoTEFNtCyE/igMRX5CIfk8wK6PrV4dwEocqAuWry1fFb5c4zgpH3C+vh8COFj4WMDlP7c2VoBK2AFrIAVsAJWYOQKTEmAItGevCd5h4AjeXoEOFiACljJAMU5eZ/uvPPOSpsAivOMEUCxD+QI0ICkOg8UIEU7YAMccV+CKIFShCf21S6AinAU94EnjmXZJ++J0L266nlUkeOhHlDioVylxwnHW3j+kZLlPPxHeGKfvgABfZT3JMCos3VtgpVeLXOwCW5kO7U3za0x2NxH88Z22gh73LRpU4Gi177xjTZwAqQI5Xv9i18suU/A1a8efLDlgZKn7rYn97dpKdiJlhwmgBZPFd4uARR5T4T0cR6AjWPyPp+ZPFh8Pqz1ZYAa+R9Kz2AFrIAVsAJWwApYASkwJQHq6aefLmAEQAE3AhzgQuCE5RiA4bw8UEALoAMsCZxkaQOs8CYxJgJUBLQ6gJIXKgOUIIr7yJsAirkzQHHvgiXtR8u8FBDACwEAUPQhPmzzkA5cKe8JUAAcaAeQCM2LD+vAE3lPPJyz8aBOeFoEG8GJQCRbne9ljPpGmKGt12ONjzaPjef0/mMb+7RTnvyFcz9XIKku7wmoIu8J++v/fLz65bp1xRu17JK7q1mz7hi0YHH8HNhH21vW/a7l9QN8AFoAaubMp0oOk/LXItDmefic5y+8r0AYnx9zEIppgNKfO1srYAWsgBWwAlbACoxcgSkHUAMDA4NylIAJYATAkJcIgMJLwzkBFABDOB3FIwjbA5xYdJftnnvuaeVCUUiCvhGgGMecbNn7JHiq80BxfW2dAIr52aLXSR6nCE7sA1vA0fs/tLSiPHl+6CbEK1bPEyhoHSjyZyI88aDOw/iRRXZXlEIIGoPNYDLaxwIxrhW3pva666uvbN19a27Gq9+GgUMl74nwvJL3lEL38DhVp88rfYCnX2/ZUhHCB3BRYrzO+5fBh9A+wijfd+qN1U0Pv1LeI3AKQBGKRyVE4DV/jnEePi/C/OiPp4rxBqiR/4H0DFbAClgBK2AFrIAVyApMKYCi6h6QIs+TQvgAJOAkAhQgBWgIXrDqo/A9wGnDhg1lYx+o4hz5UQDZokWLCkQxvwAqe5+4HwGUikgAPlxL4KZ7iADF/NEDlQEqQ5OOmZv1nqjgtvL7+9u8Tjxw5+p5ggY8SpTYJjSPB/r8cM5irCymS04N4WUCDFnNk49zez6fj3N/juuAqFM75+rmzfPEfjoXx7G/Zc29xZtU8p5SxT2Aiop8bITt7d+8uXigKHMOPOGpy1pGXdnHa4SXkBA9vEWAD9flfvgsACIKfXSCJ87xWcdFkBlvgMp/7nxsBayAFbACVsAKWIGRKzClAIq8pwULFhQwAU4EUFjgBLgAnLQBKBFi6APkKHwPeHrqqafKtn79+uKR4hweKoAmAhRzy/skD1SEJ0FUDOGL1xbACaIiPOXwPa7FJmiKlrwnQvdU8U0P7DxkP/L8m638JkK8AAg25T0BUGs2HW4L9yP0j7wnPFbk8yjvSaAh8Bhrq3vVdWUjBMX9pvvJ86hfHgvYbN68ueQ1Dcp7ehukyHsidI+1oARPex5/oiJ0Dy0Jy+sGPsAR4IPXj3Lnuj9CKyk/DrDqM2yyWgQZT1UsBmKAGvkfSM9gBayAFbACVsAKWIGswJQBKPKe5s07vXhfAJMMUAAKIAJsAFBYYCVCDNCyfPny4mnC4wQ87dy5s9qxY0d5mCaMD4BSJb4Ywsd88j5lgBI81XmgdK+dACp7n5rgiTmAJ0Ltmqrn4ZkixEsAAkBcuPzHrSIF+SEdjxUP5oSXAVfykETg0EO/5mw6bmrXONncT5DTq83jNW/TePrnc1u3HiqeJUqSN+U9EbpHpT1C9wRQwBOeOoo3ZC3zMdUOgacSorfrjRY8AawUkzj33LWlrROEKe8JwI1QzHs2QOU/dz62AlbAClgBK2AFrMDIFZgSAEWZZ+CI9Y7wCkV4AnIU0kdFOwEUEAJwRIACVPAukfuE9wl4eu6558oGTDUBFPMwrzxQgJK8T7KCp+iBytfP3ifuV94n7q2T54nzvH/WZsrV83hw//q6X5YiBeTVyIsEDFEum6IRtOe8J46P5D0dKasteOoGJBlGRnoM4OiagqNOtul6TfPkudEH7xKheYPWe9q9u3r90UdL3hN9BE8AFOF+6K+CDxmY4rHAR2Cqe8MbCFCx3lNd/lqcg31gGGAj/C+/bwPUyP9AegYrYAWsgBWwAlbACmQFJj1AscgoOUknnHhiNWfOnBYsKXwvAhQeJnlvAJMIT4IgcpwAqCe2bGnBExCFF4owPnmggCV5oDRWHigBFN4sCk7IA6XzdfDGHJ0ASvCk+wfY4qb1nnLeE94LVc+jUAEP6IIPwr1U8rpujSLynvBsKLxMoKEHdc2j9rpjnZOt66M2bO6naw3VxjnZ73U81weE3vjgmSU0r269pwJWb68HJYAi7wmPEYvdomWuehjBBzBFU8CHwh2AKfdICB/teJ/wJnXyPHGOzxqPIsDGWN6j9MMaoPKfOx9bAStgBayAFbACVmDkCkx6gCJPhdC9Y489rlh5dQRQ0QIo8uQofE8QxTFQBCARvrd9+/YCUPJCAVCsBaRCEsCQAIqxwIwASQCFNwu441geKK5RB1DMoS3mP3G/umdBVAQn9lt5T1cPrp6HpyN6kQQpeFma1iji4ZxwPeAphpfxUK4H9KFASa/w0tSPa8VN99DN5vniHOxrvNrRCnCu5s8vJckzPLFwLl6nErp3++0t7xMQBTwBM4TlRVjK+2gLmFIcQuDDfbCpOiILFGdvYJyHOWIxEDyO8f3ofRmgRv4H0jNYAStgBayAFbACViArMKkBau/evQUe8D6xUUACgIrQFPc5B5ywCZxkgRcgB0DK4Xt4oACpxx5/rJwnB4q+zA1EMZa8qghQgBOeLIAMD5TOYTsBlOCpKXwveqC4Ju+JvKf5C+8rRSLigzYP4RQhmDHzhmL1oM7DNkUKACRsflin2AQhZMATIBXHCUr0kC74yMdqzzb307Gs+usYq2sO1TLXUOZ56PmDzXlPAwPVH77z7eKZevXaa0u5cuU9rfni9SV0DzCK+tfts6AunsCPLtpYvIG6P8qXE0oJ1KI/kFQ3njZA75wLHimeKsY1hVYaoPKfOx9bAStgBayAFbACVmDkCkxagHr11ddLeJzg6eT3nFzyn6IHSh4iQZRgSX2iBVhUQAKvlnKfZAEovBPyQDUBFO0CMQpbrFu3rtynAAoPFB6leG15nmS5lyaAit4n5gGeyKPBCxHDxngAV2lrHsoJ3dPDOuFhPKzjAcnwxDFltfGQ4BFReJngBSjR/njZDEKCrG4231+neYCnn37tlur3f/03JccJb1NrGxioKGNOWB9FJRS2B0A9+p1tJbcMoAFsmqBH4APoAq5a74nPBG8gQAW01uWvxTn5fMh74vOh+Aehe/pc9X51bIAa+R9Iz2AFrIAVsAJWwApYgazApAUowukomhABCkACQrDyDgFRAigs5/IGzAAsKiBBwYgITsCTAAqvEh4ovEq6Bl4jwEiQRN4TXiwW9QXG8EbpHP1y/pXACRs9UDl8T/CE5wlPFKGLABSFIOJDNvsK8RJcCYTIe8IDwla3RlFcTDeW1Y7wEcFFD+tq03GTzf10LKtxOhYUDNf2Og+L3xKah5epLXRvYKBU4QOcgCv6AU5s5D2dedaRKnp1OWTxMwF8AFbC/PD68T7Z0FjrQNV9jnEO9iMUqxhI1Ew60WaAyn/ufGwFrIAVsAJWwApYgZErMCkB6rmdu0q5csET+U9z584t8CTPjuAmwlPeF0gxBiABjGL+kyBKFrACoCg0ET1QEaBoB5jou2vXruK1AswEUMBPBKgITxGg6NMEUDHv6YJ/Gpz3JC8SxQgop60HbBbApdreyaf8sKxRFB/O8VgRrodnCm8IffUw3m8rCMpW70uW83X7uv88Xseb/mugLJZLaF7L66S1nnburGjH+wRcCZ723PdwWe+J8EigplPIHTrj9WNxXWCJ++E+gVqgifWe8rpd8bPRPpBGWCWFP/isdP9Yzcm+NDBAjfwPpGewAlbAClgBK2AFrEBWYNIBFKF7eH/wPgFOgii8MYBMBKgMTPFY8IQFXIASwIiQOwpGCJqiVSlz+jV5oAAoQAyPFQDFmAxQuk/ulWvLdgIoeZ+w9FfeU/Z8AE/kPbG+EMUI5EXioZp2Qr/wgOihXJa8Gx7OGQcQ6CFcD+nxOO7XnVdbnc1jdSyrMTrGCoCGa5mzbh7aCN174dzPldC8Qes9DQyUSnwsllvynv7z8Vb43u3/64ECPuQ9obl0rLNxoVtyoOQNBIJYcFd5T3Vj1aa8Jz4foIs5uH82aYaNGhmg8p87H1sBK2AFrIAVsAJWYOQKTCqAomT51/5t4yB4AqLOPvvsEoYHhABFgqWcB6V2ARQwwoaHiIIPTQUkAClymuSBigBF+B+hecATG/MAT3UABQBlaOJYW85/wjMWC0fgmQKe8C7lfBlyoKgCx7n5C+9rlSznYRsPyEnvvbkUH8i5OgAAniy8KawnpAdyPZzHh/L8kD4ex7ofrO5JVufysdqxuv/YRn+8bIDRn/72bwfnPWm9p/nzq5cuuqT61YMPFnj69ZYtpcw5Jch7ynt6G0xVmhyo4T5UBZEQy1vW/a6rB4t8ND4f5T3F96L3J6tzBqiR/4H0DFbAClgBK2AFrIAVyApMKoACSM486yNtnid5oAAi4CMCVBM8AVECKCxjBD5U2oteJ+U/CaBYTFc5UIxlLgEUEMY8FJqoAyggKwNU9D5xHwKouvA92ljviTwaQCd7PvBGEX6HVwO4kqeDvCeAiiIF2WNF6NlXv7WveJ4ILwMqgAttehiXjaDSbb/pPHPFc5q7rl1QMFLL3HkO1nsir+k3t99eG7pH3hMlzSkgATgp74mS5WjcbaHbljdw1h2tKojcB17B4iWcdUcJsewW/gdgqUJfXWhl1A1d9T4NUPnPnY+tgBWwAlbAClgBKzByBSYNQBG69w9XLKmotkfoXgzfo03wEQEKuBFE1RWTAF4EUHiUAJ+mCnwRoBTCJ4DCKyR4AqCArAhQKiIBQAFB3GMGJ9pUQIL5IkABXXihtN5Tp7wnwRUP1XpYp3iBPCAKCcMq74lzFEPQIruCGz2I99vqfmT13mRzu45l6af3QBtgQd4T8FSX90QeFO2E7gFXVN3TdtHirdWsWXeUMMeoZd5HW0Lt8BqhP+DDfQC15KURilf3OcZ5mAPgpeAH3kNV7mOeuvem9yhdDFAj/wPpGayAFbACVsAKWAErkBWYFABF6N6NN363FIrA4xThiWMKSAAc8kABJwrVk60DKACIvoALJcwJzyNnKXugdBxD+AAlARTXFkABYuRRCaAofU5VPs5TQEL3CDBlkOoEUIInQIcKe9lrQYgX+U0UI9DDOg/U5DvxEE/p6/hwzj6hfHimCCO76YGXWl6n+HCufVk9nMvm9uEedxonMBiu1dyy5D0Rllcq6z35RLv36e31nlp5T1u2/Dnv6X/eWTRGy+z9i9ry2agKIgUfojdQ60CRbwYcxXF5HwACvoAnoCtqrvciTXROx1gDVP5z52MrYAWsgBWwAlbACoxcgUkBUHgLWCR3zpwjZcsjQLHPOTw0eG4EJYIbgZOsgIrzAiigRgvfRoBS+B5WHijlQHUCKPKoACjG4NECqgAoPElAku5RECWbAUq5T9xfKdn+l9cPypfhYZ1iBFR446Fcpa15oMZjQajZwvO3NS6yi/cJIMhFCeKDOHP1+1iAICuAkM3tOsbq3ulL+BzrPRGa9/qjjw4uWf7oo8UzBVyR91Sq7r2d9wRoApwU3Miwo2M+D84TDom2gCkgwz0AtnwWAFG3vCfmAZrwKOKpiu9B7ym+d87HY/oYoEb+B9IzWAErYAWsgBWwAlYgKzDhAWr//v3VwoULS+heBChBFBYoAk4AKCBEoXmCJeBJm9oiQDGOSnmE3uFlksdJ4CSQAq4AKHKgBFDMA+hEDxRrVMkDxT59OU8/wRL3yKZjrAAqhu+xf/TxF5TCEXiZsueDh3VCvHi4p4CE8p4Ix8P7UaCqxmPFek88nPNAD3QJOPJDuNqxOierc/m4qT33y8fxGpoDK3gYro1zsHYTJck75T1xvqz39Hbe057HnyjghM7d8p4AKYAUbWPBB94rx0AVoX35cxSAYQsU33+wLLj78c+saS2CzBxZM2kivXRMPwNU/nPnYytgBayAFbACVsAKjFyBCQ1QhO4R/jZ79uwSpgdARXAifI/8J8CjCaAETrJ1AAWkZIASNEWIEkCRAwUQCcIyQFGIQh4o1pUCoMh/iuF7AihBFO+BDZgTQGEVukfhgsbqeW8XlYheJLwWVIqjQER8OGef8DLgiqIS7OeHbz2ETwQrYMhW9yyr8zqW1XtAG+U9vf7FL5bFcfOaT6994xuN6z2h5b/c/cKg0MmsLdUOgSStpcV9cG3aZx2/tFTu6wZPQPEHP/HP1SmnLC/eRX2u+T3pvdFet2+AGvkfSM9gBayAFbACVsAKWIGswIQGKHKJCF0TQAFLqrqnXCigCoAhvwjgAELw5gA3wJLASbYOoBjftIhuBCnymSg0QV8BFAAEvAFJbITryQOFJ4uS5rTH8D3urw6gACw23gf3JHjC80G+DGXK4wM7cMSDPbCk9Z54kCb0i8VZqfQW+7OvvCeFlwEedfARH8h5QM99mo6b2vXwP9TzEQ50T73aeK2Y9zRovafdu4tHqjp9XgVcEbZH0Qgs6z2h8eKrBy9YnLXlMwJMlfek90wVxNPOeLp4+7rlPQFX5LFRZAKPI+8hbppT7y1baUM/A1T+c+djK2AFrIAVsAJWwAqMXIEJC1DP7TxSsvyoo44q0EShiLoKfCygi3dHACUvz1AACrjBq4S3aPv27a0QvhzKJ4CiL9fkGnUApRwoFuTVIrpAkcL1MjzF8D15oGhjvSdymwjNiw/rhHiRQwMEEaKn6nl4Ksh7wnPRtDgr4WUUm4jhZRlS9FCe2/t5zLXzFu8z7sf7pB2oIO+J0DxKkrd5ngYGqt8/+URZC+qPn/off8572ry5evQ72xpzyOLnITBlXSiF6Ol+yHvisyDvic+Rzy6PjcdAL+F/FI8AijWPrACpzqoP7599A9TI/0AOke+cAAAgAElEQVR6BitgBayAFbACVsAKZAUmJEAd/O3B4omZMWNmxaZKe/I6xTA+CkjgDaoDqDqIqvNACaDweAFQhN/J8wREaZ+CEHiU8EBxPeYHdLIHinkGBgYqgIvqfvSVZyzCE/uCKs7L+4RlvScACuCJD9jlYf35I+s9HXfSt0uRAoEFIMXDOoUj8Hpkj9XK7+8vD+cUONADOA/a8cFbc+m8HsbVPp7Hui/dS69W4/TeyHtisVxC9A4PDLQBFN4ovE55vac99z1cETZJ2B2wmrWMnwlQVKodHn1Z8R5FbyCfH58TYNQtdI9qfQqt5LPU/aO53nv8HOr21Y+xBqj8587HVsAKWAErYAWsgBUYuQITDqDIewJQCNt717veVQCKMD08UICT4EmhfEAMIXJACmFvQ/VAATCMBYyyByrmP7FPaB798EABTQIoxscQPuYBwgAp2rmvTgDFOQFUhCdApy7viRAvPBo8tOshmwdnQvlop0hB9HSwT/EDHs4JB+RBXQ/fjI8P6HoAr2vTufG23Ivus9M+5+J9s0/e0wvnfq5AUvE8JYACqsp6T6tWtcL2CN9bdsndZfHauhyyCE/sa6FbPi8V5OB+qcDHAri0d4InQfH8hfeV/lrvSe9ZNr63ps8g9jFAjfwPpGewAlbAClgBK2AFrEBWYMIBFB4gYEnwhAeqCaAI6SPkjbwjQuoiQOHdAXCU+ySbPVAAFGMBo+yBit4nwvEIzaMfYXkAlDxIGaC0IK9C/YCiTgDFPXCe90LeE+8Z0KHAQ/R8AEJUzyMEj3AxrffEQzP5MuTNXLz8CHRFgALC8EzhTaGYAQ/k2uIDN/t6WNcDOm1x03m1jfWx7mOolvvbMHCogBOheYTp5dA9wvmAJzxQWihXeU9oSd5ThqV4jMbkNPFZETYJmEoPPIAAKyGWwGscl/dL3tPVz7TWmGIOzZPfN+9L57JVX/UxQOU/dz62AlbAClgBK2AFrMDIFZhQAHXgwIECEgAEAMWmAhJAFPvyQGEBLeCHSn0CKCAEIOkFoOjDRghgBCjlPsnifQKgACygCA8ZsAagAT4RoPA4cZ5+gJ28T50AinNszEfYHjkweD4iBPHQzQM6D+sx74mHZdaBimsU5XGEj5VCCNfsaQsFyw/czNWpTefG23JfcRM4NLVxnq1b3hNglfOetqy5t2KxYjTuVPABjamWh9cP2AJsdT94ofA6kQ9F2GT+PCJAAU+q0Pepxbvb4KjufTZpH/uqjwFq5H8gPYMVsAJWwApYAStgBbICEwagXn319RLuFuGJfaCJQhEAVAzhY5924Ik8oyaAypX4ogdKHqROAKUwPjxjrBMFGOGBoihEE0DpnpgXoBMgAXaCO11b3ies1nuqrZ73dt4TIXqEhgkSeFhnLSdVfosP5+zzAM+DPEUJ6KtxetjnWA/ctOlBXG06lo3jtB/HqW20+jOP7qVXyz2Qr/b7v/6bI3lPu3e3eZ+U96T1oMpiuZs3V8p7IuyuW94T2i5Zva94jQipjKXGCa3kc+o174m+ABteqzhP0/uVxrK5H+3oZoDKf+58bAWsgBWwAlbACliBkSswYQCKtZMIyYuhe+wDSmee9ZFWBT7lPmFpB2YAKGCFsLrsgeoEUAAQ4CKAIndJC+kCTtrwRNEOQOGpWrFiRbkOEAQcAW/KgcLiecJyPwrfox/XYmOcAIp2+rBY8Dve8Y7yQP7hM7YVKAKMtLGuEKF7hOipOhsWTwdeKx761TdaHs45F8PLBDd68O70IM459euX1f0JDDodAyAd13saGChQRejeq9deW0qVC6DIe6LgA96kDKLxGI/SmrcXus3eQLxJaA6wAjBxXN5HzyOFKlYUL5TeF+36jPJ7Vnv+LDQWq3MGqJH/gfQMVsAKWAErYAWsgBXICkwIgNq7d2919tlnV5Qsjx4oAAqoApRUgS8CFBCCRygDFFDCOQCpE0AJYiJAqYy5PE+CKBbRJbeJ6wFQQA/jsTmED3gCqqL3qRtAUU2Q9071PTbec9wHkoAoFSngQRmPBaF7nMv9GYtHi3BAFoDlwTtueuDWw7Zst3Y9wKvfWB/rvnq1D7/wcgGjTnlPeJ5aeU9bthSIuvv/+27JEQN8uhV8ILQPcMKzFwtyUDmPxYkBVvLXOoXuAVN4rmbMvKFVDARNo55N7zn2YUzup3kMUPnPnY+tgBWwAlbAClgBKzByBfoOUIcPHy4AIs8TNu4TukeoXh1AASlAzVAAimISQBVwJYACePAsRQ+UCkjIEhLGtehHiJ4gDct9AGFszIVVQQvOa6vzQNHG+VI8YuYNJeRu/cDB6gfPHWjbAKWPf/LZ8rDMAzQbHigWaJ2/8L5q3a6DFYvFahz7eFJmzPxhCfnjYVoP3nUP3Hrojg/k7Ne15/Fjfaz7ls33pWPugxymTus9EdZHSfNfPfhgy/tEmXNCIAHUTnlPQA9wRd4T8IS+XFOfBTlMlJAnxDJ7m+IxYEWOWwytzDrrvcrqPWKj3jovG88boEb+B9IzWAErYAWsgBWwAlYgK9B3gFq/fn0rdC/CE94YNgpFAFCE8kXvE54pPEFADRZoUQgfQNLJAwU81QEUIXp4mmLxCDxQsQKfikMoFI9r4YGK8KT7wDvFlgFKYwVP9MEDRYgeD9/AD0CkDSjKAMWDcgQooEv9sVSgI0dn5synyuK6egCPD9rxYVsP5TqPVZus5sCqn9rG8ljX72b3PP5EgSdC89oq7r2dA0V7yXtatara/7bnibwnKhr2mvf0pev3lM8JTxXvmQ1QoQoinx+V+zp5sIAnvFN8nhQEiXlPWcOm9yvNZXM/fT5TCaD4j5Z9+16sKDTzxh/eyH/HfGwFrIAVsAJWwApYgXFToK8AdejQK9WiRYvaPE6CKHmhgKe6NaBoB54EUMo5orjDSAFK4XvyPhHWRwU+vE8AFLAkCOJaABNtbMAUoXsCJ1n6MSZvtNM/AlSEIXmUIkDxgMxDcwSoDF3M8eVb9h3xQD3853Wf4sO2Hthl8wO5jnW9ftp4L+zne0YnwvYIzaNIRBtAhbwn1n0i5+nXW7aU0uW3/887C/gARtFLlPdL3tOmwwV6CNMjXE/3RBVEPFjknlGZL4/VMXNQUp68NfKkVAykk666hmz8/OI4nY9tUwGgWBeOEF9+e3iO+Z2Q9whQ+WUFrIAVsAJWwApYgX4o0FeA2r9/f6muF6FJ4ISlAh+5ParAFz1QgBfrMt15553FA9UEUHiatAZUDN+TBwqAYSxghAfqiS1bSvEIwRMWr5QKSNAPSMLDxRYBilA+AA5o0sZ5bRmeOOYcfSNAZRjKHig9REeAitAlDxQhZtkDFR+048O25pSN5zKsjPex7qnJKu8J7xJwdDguljswULHeUzV/fvXSRZcMWu+JkDtC7zp5jQAgQvsI8cNTBTBRrAKNACnyofAmsQ8kCZiy5Rp4qPBU/ePXdrQ8WE160p7fM9dU/2jr+k0FgMLrRIGZg789WKCJJQLwPvMfGn5ZAStgBayAFbACVqAfCkxIgBJQEbYHWPDAxH4M48NrA9g0ARRwAiTxv9axkITynzJA8T/czEWuEyF7Aij2eYDjHH20BpQAiusATUCV8p4ET1jBEzYDlM518kABQwAUC7UqB0pwEwEqQ1dbCN8DL5Uws/yQrWPmi1ts136/re5P96FjIKFb3lMpKPHXf1NAShX3yHsCevAcEVKXYSceAz4XLd5awIfS5AIX9CcfigWKCeGLY+r2b954oKwZxaLGKgaiufS+suV9qg/7+byOcz/GTAWAwvsEROlFNUw80uQr+mUFrIAVsAJWwApYgX4o0HeA4mEoV97TcazAF71P7FMqnNC6XgCqFw8UcEQ44KZNm1qlzIEoHtjI0+Icfci3ApiAISAKCyjJ8ySPkiBKkCSA0jHjtE9feaAojx1zmQRQMYRPD82dAAqPVJMHqtMDuc7JClTyA/p4HnMves+6Lse0A9F4l0reU/Q8hbyn6vR51W9uv714nwAorfeEpuhdBzux7Strf1EWIgaW7t3z58IaWu+Janqxf97HK/W9ra+1wv/IewJupHG20lzvWVb9dF5W57MdLYAijE4LSfMfDDl8DsDBG4xXiN8M/Xlh8RwBQVhCY/ktccyLNuZjLL87PNKsB4cXmLaBgYHWPOxwXTzAhPDRzy8rYAWsgBWwAlbACvRDgb4DFOF5AiZ5nmRjBb4MUDxI8VAHQPFARRgeXiBARrCCl4mtE0ABMuQuMR+QxAMeD+XMzcbDHP/bDTwJoACeCFACoWzpl9vqjulHGXcVkcjheDmEjwdnHpY7ARQeKHKgSgjf2x4ojZPVA7ms2iei5Z7ifXHPW7ceKmF5b37uc4Pznnbvrv7wnW9Xg9Z72rKlIu8JrxF5T51C9wAfypQDWnm9J8L4CP/Dm9Qp7wmYIu+JQhVcE6jlfUhz2Qw/Otb7llV7tjqv+TgeDYCiYAPhq8rxI3SWKpTkL/Li98E5hdBynt8J4/j98DthjTN+X8zDeb7rQBcb3lfWP6MdsAKSmIscRyBKL/6zhN+JiscAX35ZAStgBayAFbACVqAfCvQdoPBACZiijRX4eGiKAAVYATU8oPFQ1g2gFMKncD6F8cmDRO6SAIp5+V9xIIqNhziF79EHzxcQxINh3NQmQOoVnuhPX3mgeqnCp4fnbgBVV4VPD9qymktW7dj4MN6PY92L7q3tft5e74my5K8/+uigvCfa8EwBV7/+z8db3qfb/9cDBYioogfYZG9RPAaMjix0u7QsdKvrK+8JsAKwOuU9MR/5TqzHRf6T5sBqX+9P71ftWJ2TrfscdC7b0QAovEr8TuQN4rdAKC2/EQCI3xL/8YC3CWgCnvh98rvkPP+pwe9XIXd4mjhWDhPz8jeAQizyXHGO35qO+cMIXDEHYbJcn998PN+PP56+phWwAlbAClgBKzA9Feg7QPGwFcFJ+wCUKvABTzH/icIS8hJ1AyhBk7xQgiflQAFBAige/pgPaOIBkdwnHuYUvsdDHf/bzhjBV4Qo9gVQssBRhKl8XAdQdR6ooeZAMUeswsfDdH7A1rEe3HU8kaxggnuM9/Xod7ZVwBNeplxx7/dPPlEq8pH7FNd7InTvzLNWlFC6bgvdquADXiNC9Sgawb2wEbJHMYmvfmtfRwADrG5Z97tSca9T3lOEovge9bnI5nMcSx9Z9eV4pACFN4jfCxAkWAGK8BDpPy/4LQqu+BPKGNr4fbAPcAFM/F55YQEmfmt6ERbLb33Xrl1lDMd4nOpezAlE8R8O3ItfVsAKWAErYAWsgBUYbwX6DlCdPFA8iHEeeBJAUZmPcB8e4Nj4X2n+NxrPUA7h4yFOABWtQvsEQYwDjnio44GPOYEo4IljARQFJPif8gxN8TiDk4CpzqovYUwK4RutHChC+OpyoPKDth7Kc3s8jvvxYT8+rGt/pOd1LVnm0z1qbh7CgadO6z0Ruvcb1nvavPlI2fL/fLwUgiDsbuX391c/ermz94k+s45fUZ13+dq2gg9A6XEnfbu6cPmPu4b/Ke8J+MVrpfdR9950LuqoNtl4rtMc6j9SgMLrw28QYBFA6Q8Ux/zuMkDRTn9+b4TZZYBSEYgIUPyO+Y8U5uOz5XfWaa0n/pNDwKX7sbUCVsAKWAErYAWswHgp0FeAYlHMJg8UwMTDGecFT3iiACiAhWT1bgAFKPEgp/Ll7Ed4EkABRTy0AUpsPKABUVjBE4AVC0hEaIr7giJZeZ/qAEptqsI3Y+YNR9YGSoviDjcHihC+GTN/2LaQrh6usb08hMf+EWbGu133SrVBypETmoenqc379HbeE+XMgStC9wpAbdlSLbvk7lb58Biml/fxGlHkAejRQrdcGw8U4Xqq3EdZ8zw2HuPBYr0nICzmPel9ZP0FR1nXpvamfpqfcSMFKH6fgD2/wehlIv+Jc4IjvLV6AT58n/luA1P8fhjfyQPFGLzAQNHy5ctbfTVntlyX37HzoLIyPrYCVsAKWAErYAXGQ4G+AhRVt5o8UMASYTqE/0SA4piHLcJ9BFDAT/RA8fAG1AiW6rxPnAOg2Pgfc/73m/8VF0TxkMYmgOIcyfOaO0JT3O8GTjxcassApSISuSR5Big9PHfLgWoVkQgL6eqBXFZz6RgbH8I7ted+Iz2O14r7rXlfeLn66dduKd6nVt6TKu8NDBRYAp6AK0L3WCwXgKLMeVzotlPOEnlRLIhLiN7ye/e11nui7PiR9h8WwOrmwQJeZ826o3iqdP/Z8h6lvyxtsV9sj+eiPuqT7UgBij9A/C6OOuqo4vXlPxTwytIGUPH7xRvMd559Xvwu+b2R68SL308O4QOoogeKfgAW7fxnRvQ+EaaH10qwBLhxfTzEflkBK2AFrIAVsAJWoB8K9B2geGhS3lO0PHThgcr5T/TnAapXgOoGT8APlfuYk4e6CFERnpT/xMNiBKa8L4DCCpCwgiaupU3nOacQPopIjFYOVCuEr4d1oPLD90Q6BijYWLsJQHrtG98Y5Hl6fefOAk4Ujvjld797xPPEml7f21QKQRC6h9eoEzzhQdJCt6zr1Jb3dPUzJXQPMIqeprzP/FrvKVfuExhlbdXeDajyOI41VlZgxfFoABRgxH9Y8DukWh5eIryzCunjPzGAHr7v5Eax8R8PnOcc3l8AjO84IEQ/fuf8LmOeE7lNXCd6s/iDCCjxnyz05zcIxAFnun4//mj6mlbAClgBK2AFrMD0VqDvANXkgQKUBFA8vGmjPw9o/A84D2j8j3j0QOFNAkwAm+yB0rE8T1j60Z/QIQETVvuCKq5BrhQPgBma4jHn2QRH2Dp4AqJo13kAihA+cm/GwgPFw3R8yNZ+tnoAxzadU7v6jtax5qmzTz350655T2W9J/Ke3vY8EcJH6B6FIFjLKcNOPlbekwo+6D7wRJV8qMWPFCjJ43QMPAFp8xfeVzxYlDoHwjL4SLeosfrEc2qTjed0b7TpfLajAVD8eWTNJWAHcImhfPrTiVeIc/wWWetJcIP3iHYgiI2x2qdd60FpHmAtep9oB6zwTjG3Kv8xv66hsbZWwApYAStgBayAFRgvBfoOUIAS/0MdvU/s8z/dABThezGEj3Y9yHUCKCBGwCQvlI4zQNGXEEDBUrbd8p8EYoBUhicBkrxOdRaQEkA1eaDiQrp6aO4Uwper8OnhOz9kT/Rj7pvwOfKeqKpXl/f0ygMPFM/U61/8YsvzBDxpvadeFrqlKh9hfvM+tqFVNEJ5T7R/dNHGrh4s8p4u+KdnyqK7ABv3Duj0Ajv6TGXjGLV1spxji+NGC6DG64+Rr2MFrIAVsAJWwApYgcmgwIQAqLyQrkqYA0sUjZD3CcuinPyPtEL4ogeKEKBuHqgMT4IeLaab4YljAArAAoYApOhxYj8DVIQo4Aho4r7yJpiizyc+cUHxQI3mOlCtHKi3Q/jiw7UeuKPVedl4Lj+cj8Vxvl6Buy55T1rvCbhqFY3YvLmizDl5TOQt9brQLR5AwIf3zwa4sQAu8EpYnjxNTZaQSdZ7Yo2pe/e0A41AVe8xapzPqY/aY9+4n/upv6wBajL8CfY9WgErYAWsgBWwApNNgb4CFKE/8kDhhZInCmiigATnMkABJ3ieVIUvAxRQAugANvI44YHSfhNAEZ5HmF4GKOAphu9x/QhREZ4EYwIowdP/Y+/uY3a7zvrOz18j/xFFqImiOG0qgVBhQFRDNBIOBXo0JcgYguRgAQ2I+SOpI0VUQyMh0UrjCiGgQ0AQaGhSGFo4ScGkQ0IOxiFOIeYkDpJTJMYOyeHYJbyEjEmoPSGENMzwjD7rnN99rmd5732/3/fznLNvaT9rv6691rX2s/f13dfLHgMoQBWIAlAvuP1No1n4NvkO1CIG6noSiSjfUbDPeskCJIaJa95Y3BOr09984ze2uKcAlO89iT+SMW/Zh25ZjXzoVgIP8U+sesCErKQqt953oMagyfrEPQEtliopy6vLZOSesso961LWbcsAyb45LmWOsTwD1Hm7Hc/tnSUwS2CWwCyBWQKzBM6DBI4KUGIeKkDFjY/LXgCquu9JLMFSJJaiBygZ8qYsUD1AVSsS4AEz0pTH4hSQAlDio4BOBafe8pT6Ak/VdS+WJ8H2daoAxbK26xgoCQ+e//wPNCibUugDDFG+6/KQYj60X9Ztun+Oq+VDv3W1ue6BpD5duWWpyhffe+rinsDoD/7Mxya/9wR8WPzsy1LF4gTa9OUnH/zUyRd+yXtbKnKQNQZQ6mDhAk5/9+/9cDtOHzL1QJT+RV7Kfp9sG9p3aFt/fJZngDoPt+C5jbMEZgnMEpglMEtglsB5k8BRAapaoAJPSqAEKJR9DJRseYLPBatPxUABmkBTLFC9tcg+gMfEWiSDGGAKRJl3PtA25r4XcKp1VXiK9amCU50PRC3LwrduDNTQh3SjkEfBPotl2vjAlWdWjnuK5UnK8os//s7muifuaRn45EO3X/ZV9zVLVeAk33sSD7XK95647MVSpf2ZUl8tx2SefdL/sf3G1vfHW54B6rzdjuf2zhKYJTBLYJbALIFZAudBAkcFqFigQFPc9wJQgKLGPpkHVLLjrWuBCkj1ABV4itWIGx9gCkRx3WN9Ajl13wpN5lNv9qkA5dgKTKxkzmOy3nZTXPh2mYWvt0BRqqOgR+Huy7Ht/fpdL9d2gIQ/e+MbW9Y9CSJ665NEEtz2EvcUgPK9J66O3PeWxT2BK/FNsuuJe2J50iexSz6A+/lf9G9aRkQWpinrkwx9LFggKu5/+rIMdOwTGSr7/fvtddl8P6lDH9KPzLsGbn/RoydPPPGZxf1on1nsZOzrM+ktTrzlzHmte8tuz4fPEpglMEtglsAsgVkCZ0wCRwWoWKB6gJKqPCnMqwsfd78HHnjgFEBZBjqSPIy58AEokBPQqdaiQI+StUg9IEqdXPrUGeuTfXp4qsu2D8FTgEkZgEoZuApAjWXh2zYGijWiV9LP4rJ2SgAx+L2nq1dPfO+JS5/tf3bxYsu6B6Ce+M33tZTlEkewLE2BDyDi3ie9+T/5od9euO2Rh3gnQCQBx7I6nAdovew73ryAJyATMArk1OUxmWfflGP7Da2X9l6ad8lVTpXv//2TN7zh8eaKSD5Ndo891uLJPvvkk6duReDkkUeePnno3U+3cpN5x7D8Kevvqaf+euu6tetf/vCz695Fu9X96tc80vpe2z3PzxKYJTBLYJbALIFZArMEhiRwVICqFigQZZKBbwigWJ9AFSVR/FMfA1UBKqATy9OqAAV+AA1XPjFVXPdAVQCqwlLmA2XOGYCK216sTwEn0NRPPUCxQA19SLe68EWJnkpjzoVvKgtflPq+jAK/bH2/37bLOR8AYFkCSRT+3vokmUTinmJ5UvrekxgyfR6zGFkPivK9pwt3vb3FPeXc4FUcE2vSMguW7Y4HYeKl9D/1ZHzGysgq5ar71XPkXA8++UyLBQOUrHL99OQrXnWSyTYJOU5uv73Jtt4Q3vSmPzx50Yt+rVmrWKzWncTaAU/TA5f+ZFE1axeI27ZuY2sCO/kGlBJUOee67a37t7pf8NqTt7z1yqLd88wsgVkCswRmCcwSmCUwS2BMAkcFqGqBCjxNpTAXyyTuSfzTJgAFegI6KQNHSlPgB9hUeMr+ygpPUwCljgpPgKxO1QpV05gvAyiKNKV7CqDU0Wfhy3FnsQQED1x9uoHT4ntPV6/eAKirV0+48wEAcBV4Evf0tu+/f+0P3bIc+dAtWZj+/SOfaa5/vvkk7mnK+sT9j+WK4s5FrrX9j06nLU+9C9DpvtPUQ5P9+337fYaWf/9H/21zdQSW5GP67M//3GK+Lku6AZ5M1QIFePQFOL75HX/epn976f9Zed6+LE9SuIORaoECPF/6kl9t38dKnSmda9l86n7Oc77p5AUvfuUpK5G6/87n/1xzxax1Lauz7vttr7lyou7P//wvPXn88b8cu0/O62cJzBKYJTBLYJbALIFZAgsJHBWghixQSWHOClVTmHPlk+jB9596C5SYJRYosBLoATm9BaoHqEDTUOlcWT8ET4GolPaxv+O0IZYlkBRoYtmqk/XabHr5y1/elM9dfgeqj4HqFfQo+SnHtvfr97EMDsQwnVy40JT/U5anq1fbB3QbWH39N5z8ya/+6uKDudKcc2+UBY9VaBn4gARxT2KXxAnpOxClSHP/I/+pOuL+BxTUVb/3RC5DkOMc/XrrIseh47Kt7mc+k+0txfuFC9dSvIPN6xM4Mq/MxJpHfqx3ps99/OPtJgAaQKO4sYCj/q8zJRmHRBosTQEocVfqNhmb//zMevXaX5sk81A3yANNfurW5n/4lde+87Vp3epQ9xe/5DsbQMW6tbhDzjOzBGYJzBKYJTBLYJbALIFOAkcFqN4CxQoVgBLvVOOfzIMRCSRigfqd3/mdk6HvQMVKFICq8U8VhgI9AaWxsh4TYFLG+mQ+x1YLVqxPFZqAninrYoVaZoFaNwbqvGThAwJABgysE/f01OXLJ7739IpXvLV972mVD91y96Is9+DjO1CgyneflmXuk6GPOyUoMD8EOBV+hrZbNwRUgaOh7fZXr5K8uDpyzRtzdawAWuPG7A9SgZXYJLE/LESsccvAccg1krzIE1C+7Jsfb650AEpskvUsRCw+69Ztf9CVRB+v/J4PNoBK3dptHH7i0h9PumwOtdm6X//oSUsWon3q9v8X8OvukfPiLIFZArMEZgnMEpglMEvglASOClAsUCxNNQOfbHu+AZUU5sm+Z1lGvGqB6gEqFqghgAI5AaHAzipljqllhajUq65YnxL7FOsTWAJN4qpMFaJYoezHAkW5p2xe+vDp6Vc+9ImmLFJQKdBRvqdc+ABUb4GqynyU/JRR3rOcsl+/j2X9++Sr7x2FAS5prCZc0D5++XJz30vcE5kBoykF3TaA9UVf8NqTr/2Wd//W+/gAACAASURBVLW4p/RD/BIl2negpixYUejtx/2vWrDIypRxWbVMG8b2z/ZatnF58pkmq09//Tc0y1yzPF25csPdsZtP3Bj5yW7IDRJAiU0CjuQ3BhpT68HTP/vha0k3XGvmxUIBETFVL3zhW5aOzVT99/307zUw4x4IlMidBepau+87sX3q+Klt+XgyeJKFMRaoU3fHeWGWwCyBWQKzBGYJzBKYJTAggaMDVD6kmyQSQAlAAadqgbKf7zNNWaB6gGIhSgKJgA4QWgWc6j4VnswvA6jEPoGjwBP4q1NAyvYKUGNZ+GoSCQo1pXsKoPoYqLOYhU8/fvF3/6qBkQQH0pNXywkwEMMDnmrcE4ji7sfljgKsb2PKMvDhBpYP3QIp5wUizg2IuIi97dFPj9aRul/zvR9sSSMo34Gm1KXspwY7ZX1dznzgqa+n326/rBP3RF5kc0peHThFfix7kR+AIk+ZDgGJlO1TVrf0vS/JFexLosENjisjgJKcAeAkGcfU2PR11mX/B1z2jI/rHEBZBnusf9rNiqQd9bhV5rVb39Xt48lgeAaogafDvGqWwCyBWQKzBGYJzBIYlMCZAKjAkxIoybYHnipA3XHHS0/e9a53NQtUdeF7xzvesUhjXgEq8NQDVAWjxDkpM1+3Z35VgKrue7E+xfIkJbpJivTMB6KAVixQu4yBqln4Eu/TK/lZjnKe5ZT9+l0tBxzAQFKS95YUQPW5V72qJUn44/vvX8Q9Uf4p0cCH1WhKaaZkcyVjqWKxIAd9yPeeuJ5RoKfqsI2VgrWGSxmlm3wii/Rl3TLHK8eOreex38MPP7xIGrEMnsivjxsDUOQNPlf5UPCYXAAncPr7X/HTLQEHUAJQz3v+exvoGJ/EVI3VMbQ+wKtubqsshOoOQIEo59y2bgCVJCIVoOYYqMHnxLxylsAsgVkCswRmCcwSKBI4KkDVGCjZ92oK8wpQ5lmlpDDnwtcDFCgBKsmcB3gS9wSgxqxPAaehMvCUcgqisk8ACsgBKNYlkBRw8m2pTAEp7bZfBaihLHzrxkD1FqgA0Ziifuj1YOCh37o6CQMtXueldyy+9yTuSQIJcU8U6WWxNZTxH/yZax+6ZakCTYEWSjPXPValKQtMFHqwEVjooaYuT8332yxH7uaHpmzXbq5xgAhUDqV474GKyx5Y4gIpWyG3R8D6vV/4VQ1OyG8IYqbWkUfih1ifgCXAWQDUC17b6pYJb6qeoW2p+57vemsD3nzgOAAlWx6IXTbuQ3UbY5PrQLZAMJ3xqABV7o3z7IoSAJ1PP/2pRXr5FQ+bd5slMEtglsAsgVkC51YCRwWoPgsfgGJ9Ym2qGfi480lhHnBK+eijj578x//4H5tVB4QMWaCS6AEABXSUQ9DUr6v7mx+CqKxzbB/7BI647YElmQJN3BCVQMp62+2nf6whvlHkw6g1DmpXMVCBh76M4r5sfb/fNsv6KAnCGAycinv6T7+5AICL/+IXWqa3Vb73JMkDSwv3PWnK015WDevFlIEBGdyGlO6m0H/kcy1uCrBRtCnzkVPgZttSu8bqsK2d73rcU7Mo9a6OvevelSstM59YJ/FPNeU7+UkHzhUOUOjjUN+n1iV+SNKNZCFk2QMnLH22Tx0/tU0sFTBjNYzVVP/VCXxYuaaOH9umny2m6gWvbSnXuQXmevjf3/bkwoVvtkCt/yxzH/aCy315/s0SmCUwS2CWwCyBW0ECRwWoaoFKBj4AJbFEdd8DUABF+vJqgaoAFQuU/UBNLFA9QNnOUqTM1C9nvbJCVGCpLwNkFaAAHThifQo4Xbx48cQEokwgynZWKpYyALWrGKihLHwLZXxCYR9T5HexPuDxwJVrH38Vx/NX73nPs+J4rKtxO6wnrE8Xf/ydi7gd4DOlLHPxunDX21ssDvevKMvingAVi96/e/9TkwABMAILLFXanz5EHqk3ZbZnOeXY+tST7Skdl23mxXxJGgEse1fHU5anq1ebTMkPnIKnTFwfZdzbNO6JvMWQcX8jW7LUNm0OlIormhqbsTFL3eDpZd/x5lNgFvc97pOb1s1dr0Hzd7z5VLu1f7ZAbf6o+/P/+uftxZEXXr7RN/9mCcwSmCUwS2CWwK0ggaMCVG+Biqten8JcYglAEngas0D1LnxD8U8VjjIPoOqU9coKUENWKDBlveOTPEJbAR04Aklg6Rd+4RdOxGuxmJkCUoEo9chaxgI15MJXk0hEsZ5KIjGUhS/KeY6nPEYBznwts3/W7WJZHWAgrmUNBsoHc/O9ItslSZAwAkBJc/7VX/P6FvsEjqYU8YAPdy8WDedkzSCve7/v55sbGNe+McuTulksKO6SIQCO6v4XOSgjy03LyL8/vp7jfZcvt9TjrEmnYGnA8lTjnv740qWF9SnyS/zQlPzGtok3S9xTUrhrP5Di4viSr3x049gkdQdsE5ukbvFmF+56ewM/cVfrWszs73rRb2MJ9KpsnWO2QG32qGOtc0/jIu0ePQPUZnKcj5olMEtglsAsgfMngaMCVG+BYmm68847WyKJWKA8mE1AIxn4AlBiooAJVzjQAmBADxipFqhATixF9qnAlPmsV9ZpGUTlOOevsU9x3QNMvlf10EMPtemBBx5oioe2s04Brf/lf/3fGkCNWaC2jYHiehYlPUq7MusOVSbuSXzOEAyIewJPf3bx4gKeWFDEPbEgrBL/Ao7AUwUfAMXtj/Vk1bgnSveXfdV9i2QDQ/KyLlMU8355bH2tL8ekzDHV1fFZWQoHACpxT5JFNMvdww+fAKkfuPdtLeYLoI8B0tR61w95ctH7vv/jD5orY9rP3Y7liCVnXcBxTlYl7n/cJMU9RQZJ9GHc/V9sUjeYNt7i3QLT6iffyPi8WqDcD91XJNdxL60/lqHf+M3faNtZ6v/bZ//bYrN4pY9+9KMnXmCpw/3IPRUQ2c99VZ0m+1nvkxGWQVLcHM27d3kZNAPUQrzzzCyBWQKzBGYJ3AISOCpA5TtQycLnIXzXXXed+gYUqGKRAhse9tz4eoDyEK8A5Y1oACoJJAJPgaWpssKT/bIckAJkmVJv3PeSujzWJ8oFJUf2NIoJZYZFIcqN7SAqALXLGKiahW8qdicKaxTKlP36bZfBwFQSBO5p4nZAQNzOlOJ2WA9Wia35pUc+076ZBX5YSfRbu7meqePCXW9v0DiljFPoJTIAYWCsKtuRgXJb6Iycx+p58MlnWtKHRYp3lrpiresB9FTc2HXLXeQHcMQPTfV7CqBAE8ABOpGHdosrAqXqBitTdYxta7FJz/+RFveU2CTnsB6w/ZMf2izVuvOBJnVotzFL2+v4nTcLFIBx/3DPc79haffy5mMf+9P2yGKpt82UTyRwJw442VfMknXgyb1M3Kl701/8xV8067lv81nnnuV8XmBZdq+yDNC8IHJP9oJoBqhbQFuYuzhLYJbALIFZAgsJHBWgegsUUGKB8jCOBQpAiYnyoPewBk9DAEWRoBgAmm0BqoerZQBlfwAliYV2cN+jXHDd4+ICnrzB1W5vbU0UE0qQ7fZzjiSRWObCF+VvyoVvWRY+dWQaU+B3sT4Kq7infL+oxT11IEDRBwqJ20nWOO5+rG8t/mUiZTkw4AbmQ7msDSwWgUaWDLE5LBmgahlEULolLKC4L9r/R9fk1cvEdnJMGZn2y0P7pK6xbdzufLOpxT0NWJsWAHU97inyk6kw1ify8wFhVqJlKd+HAIesZNQjOy52SeHOoscdDpSyDm4amyS5BwBTN1fAJI44FVP1kc8tHbO+7dptrLm+SqmeeC2yrnK3fN4sUEAHNDXXzpOTdi9xnwQ3LEjuJeIqzYMdlm/3UC913HPdm9xflbYDrmwPHN19990NsgCVn/sX4LJsH/cs4OTnHjYDVBPF/GeWwCyBWQKzBG4RCRwVoHoLlIe4N6OUgQpQEkuAjQAUK5SJAsGCEwsUiAFQ3qgOWaB6MFp1eRWAAm8AyltfioY3ttpGeQk8Bf4CUhQh21nXWKC84d+lBQoIPP/5HzgFE1HWo0QOKfrZR5mp32/Zco5LXWBgEfdUYYDy/9hjzTJlO3ezKP+OoVhLfCD+ZSpmqblq/fMnmiuZ7HDaZwKZrA8AgKLcK9r9MvmzPF24niQh/ezL9EsZWa5bTh17ytWxg80FOF2XI/l98tX3tjipBk8jcWPLwLGXheXEPbX4oXd+cgE4gEQ8lAkETY3NUL3akkQfAAowBZ7UbdyBj7o3aXetOxkYM4ZV7ubPkwUKvHhJI2tn4OYv//Kv2j0n9xr3US9t8nOMex0LEiuV+w7gcd/x46bnvuveFVc/UOSFlvuu48EZFz4/9zPLOX8sUO5r82+WwCyBWQKzBGYJ3AoSOFMA5QGfj+iCqEy+kcRi0yeRCEABFkpFAKq3QMX1rgKTfevy1HwASpm6QFrmHQuguMskeQQFg+uedldwyjwAjCWKdQ18TWXhWzcGaiwLX5R8imMUyqzbV/mB9/9+yyAnvqlX/i1z2Tu5cOGkxu088fYHW9wOmFkl7knsDKsRS0tSa+uj9cB0lcxzlG5KO6uFRAaxYFWFe0xG9qkyXWU58s++KRP3xN2xfe9pCUCRH0tV5Bf3R3FPwHGbuCfwSX6JH9Jm8s168t0EcACvseJe990/9dHFtQh4a0zVEHwtW5e4J9cOt09tjqyNX+ZTnicLFDc89zeWevP9z70EQMU6le2sTe6vYMk9qQco990KUCxV1rlPuu96ScVtD2C517KAudeZzPsEhfsjy5T95t8sgVkCswRmCcwSuJklcGYAygPYA95UrU8gCqx461njn4CIt6we2B7uYwAV0PFwr5AUgFLW+bpP5scASt22OR5AaQOFgrLC+uTtLUgKNA2V+kXZcSyAAgv1G1Dmd/0dKIp6DwJR3qNUbrucesATEKDgyyKXiVua+QZP1+OeYnkCAJR/3ysiE/Dz6tc8sijrfLYBBVn6WBtiyaAYAyJKOhe+elydTx2sHtz/QIH2Z4osUqZvWe5luc2yY8lkLMV7D6AtbuzChUXcWFwfxY3p97KEGWMwAorEf4FSsBTXPX0GUy960a9tFfekbrJWtz5HZsZMNspN260/4rX0vcL02Jjpz3myQAEY9xv3S/c/1iE/VigW/cCR+2L9uUeyMoGb7BMLFKtUD1CO9RIIjAErL4P8nM89C6glgYV7lzTm7nvq1pb5N0tglsAsgVkCswRuZgkcHaC4iVAGPIA9xD2wAZTJW1IAxToDPgJQARGAQlGYskAFoAJDgSXL5qemHJMSLMXqlHoDUKxPFIm473GBoUykrVMlhQR4TVmgahpzSh+Fc50YqCFrSgAgymWU2F2UgQ9ueCe3394ACkRx01Nmso31CTQFoFifJIF4znO+qcXvUOJNYnkyX5cbaL3gtS1RRM6r/LbXXGl1ZHs9JvXUOp2P0k2u68qkl+Wmy77VtHB1XGJ5kpXPvjVuzPeyxD1xi2vfZJqIG5uCJ0k3WD2NQ40fElvmWrxw19s3jntKbFLc/yIr5wTCgHaTmCrQp27QLK16XPfUX6/pjG3K82SB8jACLu6XXjZ5UcO1rsKL+5VkPCxHfsDK/SpQ5YWNe6tj/VilhgAq63kATFmV5hioJsb5zyyBWQKzBGYJ3EISODpAASZZ+ACTN6SAinIQ9z0PenCR+KcKUnz+vSUVMA1gwBDAqS58sRIFgqaAyTb7ZZ8ckxIsVYhyLtvivudNrTe9FBVti/WpBz99yLbWn8c+fPJjP3Z/A6hdxkDVLHyxykSR7JXKKLEpo1xuuuw4dSQRAquKJBLczNp08eIiqUQDgMuXFxAFpv7hV/52+64QaxALgbLOZ53yZd/8eLOIsJI4Z9r+mn/+RHM/ExNVjx2aZwkBsDV+KvX0ZS8T2yPXTUt1AG4fyyWr3tJ0avl63Bi5tbix++8/BZ+SOpCfjISbuNeBF4AEoMQmZSzJF5SJSdukbm2pMVWu9chS3c4J/JZ94HgM/NStDvFaoCjXfM5Ry4yTdefJAuXZJPbIfca98rbbbmul+2AsP8DHvUgcqJc6JtsdZ5v7myx7cY2OBQmQuW/lx9rkPEArlq5sq2VioNzT5t8sgVkCswRmCcwSuBUkcHSAogQAKMAEoABTdeGz7O2qB3+sOAGSHqDATAUoIFUBKmC0Thl4SjkFUHHf4xrjLW/aO1RSNipEBaD29R2oIeUxYJBtUSp3Uarb1CxQL72jQZMEB5JEsDApLSeteaxPid8BAMAoGQmVdeLamGWWpi/8kvc2N7OcV58AFDcxCvJYPdZLF94y73UApY7IaJlMIsN6TNaljrFl68U9SQSxiHuqiTYG5rk/SvkORvOxYfLk+ihluRTgY6AxtT7xQyAk8UPal2Qc5AlONgEzdUt3LqZKGZmqG7gawx/8mc3q1idufyBYuys85Tx9mXE5bxYoDyZA4z7Yf5spDy2wxMWPtUrSiMAVSxLLveOS2dR91LIpVqvUY/8ki8i6vmThcr9btl9/3Lw8S2CWwCyBWQKzBM6rBM4EQHHhGwMogMWi01ugwIcHvjerwIUFCuQApliglIAK9NjWgxPLkalfP7Q8BFDqtS8XQ29xWcJk36O0cMsbAifrAk6BKEoLSBS3AaAo0zUOah8xUJTHXqGkKEepHFP219lOia0ABZr6KQAFAuLGFwtUAArkkIEpMWGRj20BqLiapY09QPXHZ1kdASipy+PCl3oipzGZZPs2JescV8ZPvfOdk996YomyDxdISTkqeF788Xc2C45+T0HS1LbED0kbTw5x/bQeVHGvA0JTdYxtA0eJTSLbyJelFFSxAqp7EziTal37uGC67mr9OU9/fWe8zpsF6rw+bOZ2zxKYJTBLYJbALIGbRQJHBah8BwpAsTSxQAGpWKCs4+LHxx5kBEi8eQ1AARYABWICUDWFedzseoAKOKUcgqa6bhlA9e57aWtfBpoqRH34I48tXPjGLFC7iIGKwpgyQJAy63dRUlrXBagKA70FKsDUlxWg4sKX/lSA6o+ryxWg4sKnjsjBfJTwrOvLnDP7rbqsHpC5UtzT9e89cfMDni1l+cMPnyTuicvdpnFPoEeqePFD+SZT+i0jIbe9beqW4dA1LKaqxiYlHorrnX3WhSf7pw5tr3VnLPqxspxt+ngeLVA3ywNo7scsgVkCswRmCcwSOI8SOCpAcf1gYQJQSgAVeAJSAEpws9gQ0BTXPSULD0vPNgAVC1RKwBSgShmICkApQVnAzH6sXwGouO+lrT1AWa7wZB4ccuGTfUxcCIW+KvgsJRWgohCyELzkKx9tcR+91Uoa8xoDFUtCFPvU0ZfZXhXMKNLZtmzZsaalAHX//QsXvjELlH5UWfTzFaBigdIn/QVQYmpYGPrj6nJSvnP/YoFyfPqvjIxq/6sMsn3dUt3LUrzX2CcpzVmdWsr3ixcXrntcIsU9ASjxQ2MWoKn14oeAE/e/ZgW9bsUBpdZL7gCkNgEcdbNopQ5jQ341pmqTuvVHvJa6pSwHQkPj0o9bljNeswXqPD665jYfWgJeeHpR6Zls8rz2DJ6Kjzt0G+fzzRKYJTBL4FASOCpAxQIlBoqlyU0ZQFWIEuhcrU8ApAIU1zcWKCDDpY4LXyxQY/FP9q1TwKlfF3hSLgMobQBzAqrjvjcGUbFCBaZWASjKMZe2KH3KKYACFtyu2od0SyIAymPqiCIZWKjbss8mpfpMSwHq0qVTAMUCNRYDVYGnzg8BVPq1qgUKfMaFb8wCNSUb26oMV11+4MozLe5JMoj2vaeBWKcKUOKeuO7VuCfyuhb39PoWPzQFSWPbuM0BR+51YpMyfq4v8gAnYqrWhaeczzjIelhl6xzX6r6vXafZd91Su4Gvdle557odG7c6XrMF6lCPm/k851kCYuVAUwDK97+41s+/WQKzBGYJ3IoSOCpAsUABJxao+g2oClDimNykAyNKk8BosAKgWH/AD8hJDNRUAokKSlPzAauAVCAKqJksO975pS8XjyUuKxamVaxPvQVqFRe+KIdTAMWqAgoaQL3zk4tYFgrlmFKZbSmrkmndsuUcp9TGdQGqwdP1WKi48G1rgUoSiQpd/TwIC0Ats0D1MshYrFuqR9wT170W97QEnmrcUyATcL7t+++/Fvf0vdfih9YFEPvLSshSJ77JNaVtrETAosYmbVI3647YJFaifOBY/c5pbMQsbRpTxVrLYsb6FvfNOj6ZT9lfwxmz2QJ1Kz765j6vIwEfbZaR0XN3/s0SmCUwS2CWwMnJmQEob7XAVCxQ3PfMA5SagS9QMgRQ1QI1lkBiCpjqth6eqhUqiSms49IQ9z3JLmS+ShuHyt76ZJ9YoCirqwBUAGUZQPUWqBwXhTKl9ZmiVG5Tqte0CUDFChWAAjc98NTlaoGiRKcfymqB6l0cU4f1u7BA1fP2cu2XjZtMaGKZWJWqlelZ81evthgnMU+JewpAiZ3yHSvfU+Imty7gsChJRy4uySSWKP3gUiem6ILvPW1Yt5gqsVN93JM4Ja6nXAPFPW3a7i/7qvsWdeea0/5Vr930dbZAzY/C8yABrnJeOvrwcZ/x0DaQY5vJB5fzs82yTIxKdZjieqeurOMVYr19s84xvCo8kz1Xvbisx+c8czlLYJbALIFbSQJnBqC4BgSgEv+k5BqXDHzVCiUuSryRt2Iy4IEfYBMXvgAUK1EsSBWQ1p2vABXrk3Xin7RRO7RHu3qXwwpSsU4FpKoFCkDtMgZqUwtUr/Cvulz3M78UoLoYqMATQAhArWuBivJMOd5nDFT6mvOtWjruod+6evLkK17V4pmeBUydJWoR9yRl+cWLi6x7T/zm+5rlBaDIQPefn1k/Mx4w+tpvedcifsh4aR9LkfUsR+rexHUvcU8sRABFvSaQq27WJx/O3ajuj540a5m6WY/SbmPuHAGjWvbrM172qQAVpXLdhwAlc9Nj1z1Xv7/zUp6Pdf6nnvrrRZr0vm37XtZnyv6x+r7v/qV+kANcPN+4tSs9D/303Ys7zyJudT6iLCMskMo2zzsv+nhIeOnnWet5ZbskTZY9b23LMZ7J99xzT3v+Oi7PaB4j9vcSyL7zb5bALIFZAreiBI4KUImB8uHcO++8syWSiPuet10mcUUBKCASiBoDKOAkBioABXamAMoDIzBV57NOmeOrC1/c9wJQXAk9iAJIFZrMZ30Fp6xPFr4pC9S2MVA1iURVHqvSGSUz27cp1bUUoLoYqCEXvmUWKNajpDGfskDF4jRU+g7Uv/zhJ059SLfKxfyYLOp+kZ91dX2W27orzzRwYk369PvfN219unKlWai4+fm4bgVMcU/c7n7wZz62ETyx+ogbEt/Uf5PJsm8ySUKyrnXI/lzyfItJTFXinsiGDL/7p258B2qTuh3je0/q5m6p3kzkOzZOdX3GKeUb3vD4yfe+6NXt+2TG5K/e8542NspV51kS7Vt/lMtHHnn65E1v+sO9T14WPP74X9bTnzzxxGf2fl59e/VrHjkhQxCZ36H67rxDfU87boaSLD0HPWtAkefm3Xff3WCJzMET0FH6ecZ4nnr2sRQBpSRp8swBnAAMEMXixAXdszd1OKcXg8ApP+fyLNYWAMXtnnfI/JslMEtglsCtKIGjApSbe958ueHHbc+bMJNtbv4sOgGngIkPN168eHFhgQI5LFA9QMUCVYHIfA9LWU7Z718hKhYo++T7T+KfBNkGlNLOlHV95pWmuPAJht+lBapm4QMzVcGs81W5tD5TFMxVl+2XY5SbAFQgYVcWqFVioBIvNpSFL7IZkkG2rVqSiQQQi+89ddamU9aoq1dbbBR4knkvcEk+l9/8yw18KK6bxA+x+lyLH3p9swZV8BSbBKq2+d4Tq1Xim9Sda4KlRyY+Ci+g3wSguBYCR1Ys7n/qTv0p63XYz2ccM2ZexHClJGeTsWnTS++4MZ91yrr++rzEHie3395gtz5EHnr3083FEOy5tkxku8t5dT/nOd/UrIVgLT9KsuvD9pxzL+ULXttiWJ2rApS+yxx6iL6zROo7pf9m/Hk+gBUZ7/LzvPG886HjPJuq/FmrAJFjWK+8VARdrgs/Fip1AiI/pWUgRY6WARTL5tCP9cnzmdv6/JslMEtglsCtKIGjApS3X27CwKkHKDf/PDSqS1xAypsyN283fG/meoDyhi2gY1sFogpJmU9Z9zOfY/OQAmSp1/ah+Ke0MfCUMsDUl6tYoGoac0ogBXAqBorlpsZAUVijNFalsiqdvXKZ/dcto9SuC1DgoAeoTSxQzq+/FPVVAMo5kkQiFpMqo8h7qIzMUvbyzLL2vOfnf3vluCeWkGal+vpvaB8fTpp3cU9ikwDmpvFDjqtxT8bJJAW6usVUSQm/CeDkW1KJqdJvMlCfdV/9Na9v35ta13XP/uq+4x+9q8VV5XtPke8612iOAc5cKcnZB54l6sjEmmQ+ZZ3POuVnf/7nWmZEAGWf/Fh/ImNQ+hOX/ngvE5AEUMbNOf0o0iwzgIklcF/nZk0ESLfddlt70VX7rj3uWfvsu8Qk+k7O6XvacDOVIIgFCbTkZ4zBkJeQXPo8hypAeuYEcEAQ1z5WqgCU52YFKMd6GWgdq5KXkw888MCpOnNupXq8rOS6Xs9b95nnZwnMEpglcDNL4OgA5cEQ94LeAiWxhIdGAKqCifUAypu0ABRoclM3TQEU8Akw1bLOD4EUiApAmbd/AMoDR2KLwFJfgibrhkoAxQXQm+ldWqDGYqCWKZuBAWWUzawbW8761G15KUB1MVCsLD1AHTsGKv1J/6tM9DHbl5X1e0+TKcuvXm1ufe17T4l7uny5ySXfe2LF2SZ+6JXf88FmxWERCuCwFLE6se6w8mwUU7WITXp9c/8z/uSlbtn21C1JyrrwBOS0Ux0Udi8GyD7XXMo6RnWcsv7Ufk8+07IgsjYBob8g9zr11sHr43LKSnjlSnOtjAUKTPlRLrkZALgrmwAAIABJREFUtu9evePPmyxrn3cxrw6yBCnuG2Lh/u8/eKqdn/WHrAGG72TlfCnJc9P5HMfy6TqSnh7EuP/VvmvPm9/x54vz5LiU27bB9Q+c9L3CY2vETfaHG51PfcQ6lO6BKAAFjliYAke2x2rFg4MFahlAOUaiCNDlmcZNb8o9L1atjHvaNJezBA4hgRnaDyHl+RzLJHBUgIoLn5s2f2xue4mBMm8dF5sKTpnnLseNIQAFbOLCF4Aact+rkGQ+U4Ap2ytkme8tUJYT/+Rhw2Ui33/q4SnLveUpMPWhxz7cAIpyOJaFbxcxUFHyTymSxWWPopl9Ni2juDrHUoAaiIHqAWoTC1QU5lUtUGNZ+KqcxuSR/uac/bI6fO9JyvJV455i1WhxT9fhCVxe/Be/0LLuidfaxDpEeSUTSi/lN33SZpYK633vaRO3QO3RLnF8ztH6ff0auBZrdV87xybtdox2cdVSt3ZnbFKmL6uUrkvWQC57ZN3AqQemZctXrzaXPfBknP7mG79xYYESF+Sj2JuO0yoykqQDQAAoGQ1ZJFlhJHS4cNfb28TSWIFllXpX3Scxg64jmSAv/vg165u+uwaM+ap1rbufvoMmSU7yIfGb2QIl7skz0otGQOS56VkTOPIc7C1UrFZc9rjiBXaqC19vgaIoADLPOi8y1R0lVclbRD1Z5/wsVnEBXKZozNtnCexCAv4X6Hysqa6/Kci3zX75bllKFtuzeN3mhYg+ehmS/7UxudnOhTdxkcv2H6tnXr+5BI4OUG783AZc3BWeAJQbPqtOtUABKODhrZwHBz9t0AOWegvUGEAFmgJLY2Wgqgco9VoHoPwzAyjtCSiNlQGmWprXv1igABSFviY7+JUPfaIpSvmQbpTEKRe+xPUMfQcqx/dllNEhCBgDhLq+r29dgAo8gYWzGANV5aPffX/7ZftbJ2ZJ7AwXr96C0S/b51TcE6vc5cutDoqphBnVqrCO8smVi8J917dec/9Lf1iiWCw2jXuipLMIABzufzWmKnVv+r0ndbNkaB93NXW7rrQ97Y/c++s212b2y7IsiOKegE8v/5WWr169ljDiwoWT9hHk97xnAVBicSj2+muc1hmfVfdVL+sSeQNL1wTXRkkkxCI5v/vIJlbEZW3ox/onH/zUiXTyLBHpe7N8fWQ/8Fb7zhLpmtX3mxmgKEbkC2ye+9zntpgzSqA4YD8uep6DrFC8MrzM82wCUY7l7u4Z61lrHvw43jNWvdVyZbvnblVMARtFVHY/9Tuv55Vn1/zbvwTI3wtjXjeU5VUVZQq5/Y2pOlY9bv892uwMrnPXtWvWi3UvsaeuQS8BAk1KL+T9DyjJ5Sz9jBWXWUYA7aOTemkx9sv+5OH/nu5LLl5yzL/DSeDoAOXNmpu7CUBViGJJ8g8SqxMwCUC52IDLGEC5EHuAqqBkfmwCR3XfgJR/WHUGoLwB8SbPQ8XNLe0bAij9GJrsG4CaskBRfANQUd6XAVSNgYryWJXJOh8ldNvSedRrWhegkiihAtQhLFDbZuFLnyPjLFP23Oi5iS1V1q9ebZnfKOSsGX98//3NbQ9UinsSO2QC1suU3H47pZc1wvFAxPeeMkZik7zFp4SKMeqPXbasbscBJxYR7n/6b+zFKanXet+bsu+y+vrt2q3uBgUP3mi3c+RajbzrumzrSy8nPvnqe1e2Bj4LqMo4gTDA63o1ZhKE+LYV68im/e37P7TMNRc8vfJ7PtjkDIi9cGAVYvnap/XHeKSPriNjzHL5Yz92fwPzQ/Q9FlTXMGC82V34qAOUX88PzxtxR54ZVSEGQYCJ+52Xeva1naIlO6z1JkpWXfYS0lvs/NQDsGrd5j3fPGtNAO2sKaBp/81WknM+1SJOnM5RgXesv8aUXgJ0TSwudUzHjjvL671Mpye2Z+qShrruXaf1RYBDyML/h+1n6eelBBAyTv53/Z+OJXDRbvqv/d0H/OjFXnC4B8y/w0ngTACUtwNAqsKTt22ApUKJiyQA5UIJQAEciR2qBWoIoAJGY+DUr8/+AajAUwUoN7e8ERkCp6zzT2Fe2c8HoPjz79sC1SuUWaZ8ZqKYZL6W/fos1zL1WbcUoPYYAyVmhrsXYPCtoGrR6+cBFNgkf0kk9CF9Sn+G5GCfbO9L+7Mc5ntPp+KeEk/TlSALbJ363tPbH2zfe9KPfO8JiKwzccmrFotYcHzvyXp1J6ZqnXrtW2NhZH1Ut76TBwW/xcI89BcNnNat2xhSkFneQEPqztjkPLU0b6r7ZJ02gZy42y1inpa563XbjRPXPXVJ7gGiuGdKha6//oeHwGfbdeTnGjBexg386hsLFHAyscjsy/JlrNUP3jIeAIoFyrpYvrbt59Dx6btzsETquzHW91sBoA6nEoyf6bwr4OM9O5tbyJvCT7ehTIMBusOycaCEOwYwO2bZ/mez9zdapf36T89iQQIPwDIQZHtc2QId1lWXU7XZxmLjBcJZ+mmrcWb5ZSlc9rM/CGRgiMXJOlbiOanLMuntdvtRASpZ+MYAyg0g0BQQsewNmX8CF519KkChchfWEED1gLTKcuBJWS1QjnVubWAqnkogkbb34JTlQ8RARYkcK3sA2HRZ/RQb01KA6mKgWFvixhcXvkNYoPoYqPS9KuFZ15dVntlfCdICRBTs9kHcxx5rJZe8LGfed4QST8OiQQ4+livuiWIMBr39rxMlsi4PzduHRcJbe3AYCAFPsqiBRkroKnX19bM85XtPQKfKRnvVDaI2qdu5rllaXt/qYG2NrOt5si5lv82y8TCx5JHxIu4pANsB0rOsTmV7SxRx3aKY61XGRPD0ghe/cqs4ryFwyDoAQSaseeIhAS/A1G8WKIkcWKn3ZfkCT4lDA1HGw7UEoL74Jd/Zzi9xhv3S5l2WifmqfQeK2iLm62Z24dvtI3+u7bxIgKUpOscqVif9olPRfSjjN4uVECixptETfcSZJc7Lcv0DEPQv+pk+0/3GLFT0RmDZW6WOeT0Y11ifGBFAomVA5KePXDBBY223/ewfixO9WKIYx86/w0ngqACFtplk45vaW6DAibcpAMQFktI/AvNsBSg3Df88ASj/KLEU+edaBZbG9glE5WamrADlIg4MBZb60vY62Z5jWKC4wFA4ZeHbVQxU/Q4UZYsSOaRgRvm0PfPKLKfMtn456/u61wWogEN14ds2C98qacwTL0b+9eOs+pU+VXmM9Tf7KiWNkNqawp505ENl1omRknnvT371V1vME+X8bd9/fwMfyjHF0Zv+TSbwVN/aa7/YJGmu1b1JnTnG8X3cU+Khtq1bu9UNwHLNpRwbg36c7G9KFkRQe8oaWOBoCpxYq2TrE5/GzTLXqnGSkCJWoX1af8Co61lq8PQLCHOpM5buHbuEltQF3vL9LedKHJr/bzFQLISuL323b47bVQnKALm+9xkYZwvU4ZSF+UyHkwDFmbsmJdnEdY/O4wcoKMqsDfahR0ThBhpi22JlyfrDtXx/ZwIRZBFA0jdeSHQ/eiKYAhEAK5aotMa+ZMMCdZZkwnLGjRYc8rqiV1rWRnqu9nKb1UcWJi/q/RxnX/JwDTgGaJ2lvkX2N3N5JgDKxcM02wOUCz4AFSABUi6iAJQbC6AJQIEobycAlPWBnx6iXJimMWjK+np8Bahc2EkgERhKO2uZbbU0n6l34eutLn0SCUoiJX0qBkodQzFQVcGsymhV/lP/JmXqV/cuAKqXRe9+BzYpUV/4Je89lbxAO6J0LXPhcw7WDgAVF770Q2kak0+/X/aNm5d4m2WTWJrmEnbx4iLuiWLO+gRCWvzbd7z55GUbTCwW+iWBRPpiXJpV6vk/0iwam9TrGHWL22OZCKCru8HZC9+yVd1ctfRdO1N3ZJsy12/KrE+Z9RT+reKerlxp0AWcjFUfn8YCwmK6L+sPEMn1CaL0K327ZqW7lp1wn9YfIOs65J6Y8wNbMW6Jn9sXPOmj6yx9N77a4H+S5ZP8ZwvUzaym3Hp9oyB7MevlMiCg71CoKciUZfqJdfQf+9gGIOg/XkrbxzyrjP3i7naeJSlRVwUoFhm6IwtUfiwzXqL3AMXSQ5eLxSb7n4XSmHLJqy58+gYGjaOxY2zQd30IJNnH2PsO31nNLHgW5LvPNhwdoPwDuAjQ9+23397enniDAqj8YwSgqgXKGwjbEly5CkAFiIbKZSAViEoMlGXHuOhd4N4GVWAamw8wVZCyb2+B6qGhB6go81MAFatKn4Uvx/YlpSRTlLMsp+zXDy2nXtuWAlQXAwUavNnfpQWKZWAZQJFVYqCqBSp9SdnLQR+zrZbWy7wXZZvCvZguXXrWfNKWi32qlg0WqLiFNTe4D32iWWO4zlmeKl0z9rkGSu9tiSOMhz4AEkrpi170a82NL/tO1VfPl/2B0/Oe/95WV+pWP6vE7S96tK13XD122TlSt3HQd26G5Gnq5W+5yj3ba2k7a2ASPmwT98RKaKzEPeVa/YF739aU+x/8mY/txfoCnlj0wEtvjQMz1sv4p5/7ABjXCjc5AGMsMs7OB2jAuf+dfZxb3yWq0EeQ5jrKtZBytkDtUz2Y6z6mBACRF8P0jrjwycZHX6JD+FGi6Uq8cVitzFO8zZvi6mV7FO9j9mmbc/cAJbGJrJQAMT+wQW79j54lyQJ5nbWfcWFl0j5j5ke/BUxZtg9dk1HBD1AJITG+JuPuePry/DucBM4UQAGnTC4ebwsCUIESIAWgXDRMl0MWqNx0xixQAaaUQ1BV1wWgYoGy7LzOrx3aE8BLO/uywlM/71iWLMpIe8N79dlpzNf9DlSgoAHUg59aKJ9VuazzvSK66bI6o9wsBaguBqrB0+XLpwCqh8l9WKD6LHz6XhX29EnZy6XKMPP2OQVQoGlk4rIn/olrWJJHBKIqQJEDuDCRQebr+sxnu35VgEo/KMXcOwEUCEpdytQxNZ9tXMlcX+pSp/qNOXevANQq9dV91K39LIEBqCpX81NjULfl+iNbMp500Rtz5bt6tY1LjU/LdcpCyK2MpXOf1h9ucz7KC0z1ybXJqpYMh+KQ9gEw0qADQ+6B4pucM9cQaHL9uL4O1fecO/+bcwzU4RSF+UyHlwAQiDdNAIruAaBiUbKenkTfAAdeRIOl/CjedBlWrCjj2Xbeyh6g6F0ACnxUOCQbFrz6o6fR2ep+dfsx57UpAJUkEuBIvNcYEIEpFqsAIdkY+14Wx+zXrXDuowOUmwErFHCKC58LgRna25YKUEDDxOITgAJB3tBUF74eoCoM9fOrQFQAqlqg/DOygHlTwKVwCqB6i1O/fFYsUFFMorBmOWW/vl+uyqttUWC9uZexbAgixAC1mJLr4JQ3+0kiAQR7aKrLlO+48HlDnTZQ6Fd14Yu1DsBWC5Q+pL6U6fPQtuyjXBWgyIRVIwAVeCKHHqD6flsOzGS+36cHKO3uAaoeU+eX1Q2gWKACULlOKkCRrTEaal/OVc9jnf2rBSrQUGWf+SrzrEs71HsqC+K6SSOuxz3J2uc6BbuxPol78lKD+xh57gNggMkrv+eDC+vPol//5f9t6xPft49zq9M4AjeWr8CTvrKIcbFM33cV61Tr0XfuebF8sban/8qMO+sYkDykCx+F51iKmPNGmT6GguLcx+r7Mfp7zHP2AAUMWJfoR/03gowJQKJL0Uvys56ybX2U7Ww7b2UPUPpLf6Q30gfBBz2MRarKxzULROlqZ/FnjIAPN7xArjEDhyxO+X/LGOsbnVRMVEDRtcECBaqy/1ns683WpqMDlDcjPUCBKeuBEriINacClAuLC90UQAV8lEPg5NgAVF/W/VMPgIpVKxn4BGsGiNLOvuwtTv3yhz/y2CKJxJgFihvLOt+BooT2MVBRQCiadT7KyDZlrc+8aV2AAg09QEX5jrLdl/uIgUpfIo8o5llWZp++tK/t6wLUUAxUBag+sUgvh6HlG5a1ay58GfdVAWqoTuuAifb0ABU5VYBaNn5j59jEAmUsFuNx5ZkW9wR+WtKIdeHpetyTxB5Sy3PBDDyBXt/UkkiDS+I+AAZM+P+VHpyLHoCIfLnSJSZoH9Yf/ZH1DiBxgXVPyrm9pJAwwv3o373/qb31vV1bL3htcx+sfV+M7x/9fy1pBchKGvPPPvnkIrtlslzuupRxkTVTvfX31FN/3T4k/NC7nz7Z5+Sj0r73VZUk8z6ivM/zpm4vq3wwuf4O0Xfn1Ab9vFV+ceG79957F9BM0WaZoP/ECkWJphuJ+6GX0FOqGxuLFMW6QsV5kqHrm05FJwNLPH/ohdYHqsQBCQGhS0o2Uf8/6FviosasOceWhbYatwpQ2swLS38TZw+qWBuNO0iu38QKPM8WqMOO5tEBCjW7EOK6lzIZRypABUz4vrqYAJR/KjcMbxgETZpigQr4VBgy34NTXe73tZx6AlDWBaD8s7rY07ahMtuHSusCULJZyaTVK50U1gpQUeSXxUD1WfgoQTk2ZRSSKEj98tj6of1qnbYvBaguBirWF+W2FijtZoHaJAZKP9I/ZfoVWaTM+qFyHYCqLnyRwbMtUNOWuCEQGXLh0/ZtAcq5XKNiy3oLlLorQC2zIA6127oxC1QdF32p45NxsF7c0+J7T2PueUvWJxEI66l084F7cU/7znoHzPzP93FPYoJ8+JjlBeRUq82u5kFZrLeJQSNT8mURY33aZ8Y/yTj0HcBxT4wFMmOfcbZMoW8WqN98X7Nkg13jvq/Jiw7ZNYFUfhQaLo4+N8B1dV+T/zXgLG19VRDBxbVkMe/d27n1yfPJ+R+49CfpelPmDtl3432r/AARixPdJkAkWUQUay9z6SG8YZKdDUjRgbzYdY2wOoGHxM6cR9n5/wIO+goQlMBJ/0x0KLogUDRf/zf0lw5JTzum5XZM7uCXLksHZlmkixpDfdBn68Ehvdi2WKhY24y760MZvfW8WxnH5HRW1x8VoLwRQd0BqLjwuVjcNPwzxOoETDLPtc9F55/JhdMDlDc2sRQFfnKBKV2IWc78WJn9Ev+ktM65tQHMDUFT1unD2GQf2/yDS2MupmAMoNaNgaLg9haoKJzKTFFGdlXmHJSbpQA1EAMVJTUA1cNkr3DvwgKljmQ5Y/noFbX0SdnLKXKspX2WApTEEtfjorjwNTfH61n4AlG7sED1Lnz6tguAIjPXVw9Q5LAtQD1w5ZnBGKh+XDIWkb3tJulcJY3YOO7pypX2cVxulSxQGQ/lxR9/Z1Mk9/3NI3FPQEX2RP9H+sj6AyrAxb4y/ol7Mq4UZR/rjfWHXK33QkLfXUO7ArZaTyxf+i6bY+ApY5wxz1izQPl4cbIs+l+Sbr59e+16aT5TtmV51f0c177rdvvt7X+VtSu/t7z1SpMLqPWh431MYtFY2mSmBBFREll/jBNXS8+OfZxbnfrm3K6LWIG0AUy5JvbZd/0yxs5vvG+FH2sJPUZyAJP5WF145vDQ4eKlBEuxRpENyAIUwIleA54CYLeC7M5TH0Gd8QR4oNAUSPL/5Tqg7ybLYu1bjgVa6ugzD9Z95/n9SODoAMXSBKAqPAEo4NNbnwAU4HCRMWt6E2E/N5dqgbJcASoQpHRD6aesr/vVeeeoAOV4Nyg3JhduYGmo1N6AUl8GrFig3vCGxycBahMLFCjos/BRRKoSEsVESSnJ8th8v19dTr0p1wWowBNFNQC1zIIBsCgU0pjXGCjtylv0VbLwBaBYPrS/9j/9SRkZZXmoXApQJanEahao04lFepAcWia7HqC0fRcARe6ruPAtG7+hdls3ZIGqYzI2Bg/91tWmTIura657vZUprnwTpeuQBUMd7btc111LjWninij6XN12PYEJEE9RNXbpM5CxnuWLZXnX5019LFzcEynr9f8JFLNysIjpO9DKMbsq+74HHI11/sfquJMNxd1HjJ+VZfH6+AKdTMnAmGXlqutYnFwTzQJ14UKr0yNZ7JV7FatQ5EI2u5zI1werxWj6NloAitLMnY/lC2Dt8py1LtZQ14Nze2ESFz59Bzb77LtrArDrOwvYrWKBMrasDCYKtTKQRLEGRNYpA9NVRbTecV5SD22v+87zswRmCWwmgaMCFPMlE2RM0oEopkxwhL5BE/BICTrQ+hhAAam42o1Zn3qAslyBKduzrgKUeSbTmoFvCJwCS4GkvqzbA1AeTmMWqApQUSiWufANWaCqIpL5XZRR9LTNvGldgAJO4kwqQB3CAnUjVujad6DS/sg5Slv61q+vfSdL0yBAFatTrE9JIlEtUBR40y4sUBQs1xXFGDhp6y4AapUYKIr+svEbAqghC1RkXK/VrFuUV55pFiOKLssCpbdO3PAsLyuBU5J6ZCx+95ceOnnFK97asu6BbfLcx6RuySEoiv6/9c1kPQWSsrqP86oTJF246+0t7krGv1zvQIpFTLsO0Xdugklakf7nfzDjb70sfDIh3vff/0+LuKSNMi32kN0ttziq172uARQrlOsLfLH+uCZYYMgP6FRr2q7mPRMAtdgzAB2AYv2xzCqzj1g47QeFoJlF0Hm58rFApe+uiX3GwuWD3/ruJdmtAlCbqXPzUbMEZgkcUgJHByj+ugEolifwZAIoAKrCCYhiymSy5O8aC1TNwLcuQIGkAFMtA0/KIYASxCfbi/bUNvbzwCmwlLLClHUA6kd/9t1N0RUk3Cudm8ZAUXaGLFCUjygkdT7rojits2zfKDcplwLUHmOgQMKqMVAA6po72o0P6Va5mE+fUkZGWU4ZOQwCVLE6VYA6pAVKX3YBUMCnxkDFWqDu+h2oXVqgcj3WsYncrSNz8SkmALTJxMLQEnq88Y2nXPcoqVyITF/8ku/c26R+L0vE/qS/5q0TPC61+77Or24Ta0d13aO0HqvvGeuMc/7vrGcZkWVx1NrYgdCmcOX/0zWhFA8nIyOoetOb/rBZf9w7dgVLtR5AlrEX55W4OOMBYlgErf+Vx65ZQ+uxu5hPLBxwZw31PAFQLFDpO8vXLs7V16Hv+ps+koPYvxmgDqkezueaJTBLYEoCRwUoPpsAio8v61MsUJZZmMYACrgAKJYgcFMBKgkkhlz4Akhj0GR7v60CVOoEbgBqWQa+CkpD8wGqWKA8nMYsULuOgYpCsuuyKjhLAaqLgcrb/kNboGoMFNcxytmQ4haFVhm5Da2zbR2AOmQMlPbuCqD25cI3ZIGqMo/sU9pmvMgcNLESSCKh7OeXLVOO1RHXPdei+BdxJsmI5xrZxyTbHoC557veuri+/A9RHmX8+wdf96/2ct70hZsWUKvWHzJmEeK+pX3Zd9dlYmz0vVre6rjX/0uWEWPJGsSquCkcLTuOJRM8tVi4y5cbRDmnNPZc57yk2Yf1B0DoI8sLCxdLjP5zr5SNFdCLe9q35cu5kwWSRdkzilXbuQ/RdxY2fXcdcBecAWpKnZu3zRKYJXBICZwZgJKCkgXKxCIlvqgCFOuTSbYZAAVgABSoGQIoYGUCQHUKRI2VAah6jHnnMZkHUABOLBYIGpuWWZ+yvQJUCxr/yOl4l00tUH0WvjEoyPqUHlZRSjO/ynIUWvWY1gUoyiqIqgC1zILBWuehuqsYKHEm6UdKfcl8SvLIfMrIyPIkQHWufIe0QGnjLgBqzIXPmG+bRGIsBkrb+ymyN0ZkTrmVcrxZ+O6//+SJtz/YlpVtnhXw+vqhZUq5eJpci4F6CitlktXNNed/cpcTeXp50kDlu97a/n/0SX+50AGoe7/v5/dy7vQDxHjjXwHK+f1PcOHaV9/J030vfa/Wr4x3ZGG8M9Yy7nn50OKYdmRtqkAFzAC1yfXEvZgFitXLCy2ubaw/vfVkF8ugDKRy3SN/fdZ3gAvcrN+n5UuSEte76wHA+7/O84RFKjFyu+hrX0ftu/in9L134fvcxz/eXm54wbHPKYlJDqmYzeeaJTBL4OxL4EwAFJe9WJ8AlKQSIClJJBL/ZNnXp30QbVWA6iFqDJzG1gMmdVSAkoGPhWwqA18sTrEyBZaGygpQYxYoD85tvwNFGYkikjIK6K7KnEP9uwCo3p2xj5mheAagovhF6Vo1iYRzcE8RqFwBSj2RS+qM3FJmffZr6598ZhqgOle+3gIVpX3XMVDaqn0ASn9lfbzvp39v8kPFvbyzPAZQzrEtQPUWKO2NvCNnZdY5p2stAMVqUF0k15mPVaNaoCjOUpdTKCn6ASgyCHxsW6rT95ZARAOl8hLCdX0DoJ5efIdr23PW4/WlAhTZZvI/4f4TgHIN1GO3nXfuCo+xQBnXOt4ZZ4lCQK6xShKInZe+A+YbYC+94+TPLl68BtSXLzf4lrTCtcD6I9kCa1FNurDtvPrIIzFvua+RheuAO2XinrY919Dx/t9YncQ3ccf1vxWAco+sfR86fpt16btzi/f75SeuvUTQd8k6YoGSGMGLJ+MDpFtpfscT6yOXYNfa/JslMEtglkCVwFEBSqYYqTYrQJnPx9AAU+AJiJgHUL46LUYqFqiagS8ufEMWqDFIqusBU79cAco2GfikMJeBr7ZvyBJVgSlQVUvHAKhlacwrQEWpoGjwCxf4TQmJcqtkuRmKgcqxKSkl/VQVU9tWXbZf6lUuBaguBirWp11aoDzsKX5VNv08WSUGylvfKI6RS98v62s/636R17MsULGKdPBEuT+PFigyJNekMTfWkcO2AKVu48CdzXeI1F3HxHzOlXGwjsybtWBC1stgitLMihULVMreApVryP9d/ve2mQdQYxBRLVDi9SrA7eLcqaMCVORLrgAq/0fOvau+q8e5+77Xsc7/U8oPvP/3mwXIGAFlE+vDruebwgyeulg4IM36Q1b7ShkOpFl4Yv0BNPrv/8r/BPc5sUf7Oj+rD3gz7pG7/zOunPvuuxjg9B2g1vNXC1R76XThQrt37sv65BwBqHa+qjnN87MEBiQwZzwcEMpNvOqoAJUPxcV1L+XXfu3XNjjpLVBgBbQAKBADZpZ9AwoQ1anC0Srz1QKQVQc/AAAgAElEQVQFpByTDHzcCYegqa6rsJR5282n/NBjH25JJLhmeHhWJYWS4Q3vujFQgYKWROJ6Ri0Po36KArqrMvVTgpYCVBcDRVk9C1n4yEL79SVySb9qmX2sy7z9Tc8CqAFwijLfW6CitO/CAtWnMddOChl3nG0sUK7Ra9D53lZXlDyy2BagegtUL1/LdYwsu9Z2aYFq1+L165GCFoDqXWz9bwYotimBRLVAxQqjXywQX/d1r1y48G1znqljK0C5TkzOT5GuLnxTdWyyLQCV+K+48OV/r5Zi21gEmmLL8rCv6fbbW3KK/C/K3Oj6AhAm99V9TeBFvF1if4wDmbC+sD75v93Xub0Q0T8v5YC7/y0TS9Sh+u48te/5fwdQvAok8ADQzQK5B9dN1kznUH+7zl56R3MVvYn1wLW6BhKkSPcCfP7dkIA08z5ke9Y+2KtdXtInDf6NFs9z20rgzAEUC9Rdd93Vstv11h3LPpIpPgpAgZsKUCxRY9+AWgWW+n0CXrFAKVm9uA9yI9wkA1+gqcLUsS1QHtAeUinz0Fx3uSo66tgEoGKF2vY7UBT6VV34Yq3jnjJkger7tcryUoAqVpLzaIGi8FcLVADKmG8LUJTwIQtUrstaZiysI3MWKC5XgdNFWeTd1vXL1wE3Fqi48MWdEkD1bmybwMLYMSAiAJVECulnb4Eaq2Pb9VymWD0ArP/9TKctUE/vBBhrWwNQiYHKefW/3oPMN4B66R1NuWUdMlF0M79NmXqiOPu/9EIn14BU9l5ykRMLkBcI+5jEViWmM/13nQMo52eV3cd51SkDo3N48ZL/aePwb979iQZu+r6vc0tKA9zSd32u/bfe/6Gsi6YkDwE7NXbN/KbrclzcA10L7inVAkUR/dd/8K9PXvl//eNbcrr7g3effPUjX31y8ZNvOaV/+izNd3/odSe234qyiVze91/fd0oulo8pD2Olbf/lU386fxPs1Mhsv3B0gLr77rtb4ogaA2VdrE+AIyClFHfEfU4c0joAZd8ekJYtTwHUNhn4AlHK1r8VLFDVhc8DzcNlyoUvFoIhC1QeSqlnl6W61G9aF6CiqHjrG4DSj6ps9fMU+V3HQEU+9QGedemfsp/POsctBahikeotUJHDLixQ+/oOlHHos/BFRtsC1FmxQBkH1+KUBaq/HjddrhYoAEWWJv9DAEoGvmtJJHYPMNrs/EMWKG0AUPuERy8wevdF/0v+j/I/FlkAqFOJQsr/0QKWrQsgr1peunQqyYhMjAGoWKEAFAuNFzNcKbV7aHLPquvXWc44yHbH8pjrQOm81rN61vrr/Drncly/v2866WMAKud3DTq39bXv/fHbLKvXNeg8zufcuQ5cC9zVxZ+xQLoGvOyoU0tn/7rXXUtrf33buuvU5xixVJ989b3NNTTuolG3HvzDhxpAgIXXffjWmoDAl73/y9pUQQFUfv8ffH+Ty60mE/0FKOQSUMm1AirJzPpjyCXtAlHaMv92K4GjApQBBUsVnligfFw3GfgCT4GNhx56qCVwAFAsQixOUqGb1v0G1BhABbYCUEkg4XzJwOdjvnHDS9tqmW217OezDBbFQHnzR5HwEK2KmAdmBagoFlMA5eGYrEnebHubmIdhHkrKoSkPrmxbddl+aZv5pQDVxUBFUakApR9VFv28B3YAykM359d2CkdiN/rj6rJzeKsaC5Q6ap9T5zrlOgB1SAuUfrkWtnXhc41WgDLWZK7ubQHK2IxZoOq4OF/GxPpYoBbK85hy3a+Pkn3pUrNmcAtzDeZ6BFKHtEABJcHz+hSAupFE4vS9oV7H284HoNxXnDvTsSxQzl/HmCxWBqh+jNdYZsGsAJUXGgAqbmTuGf19elv553jjECuM/kcO7nMNrB79dIOo7L+rUn8AFBfBClDaIBOfc7unuufuo+9kWvuefucaEBvlo8nc6iQR2ddk7J1DXB1LNICKBQo0UEZNgOFWm0BAAOq3/uaRpo1y6WONsh4s3Goy0d+Apesiro3KyEt5DLloj3Gp7dotQtzatR0VoMRAcderACUOCgzxJQ2QVIgCLjLg5SO6+wCogFUPUJad1/mBXNo3VIKjscn+gSdlAIrv+65ioDzkQMGQBSpKZx5MuyzVFcVrKUANxEDlrf8hLVCUgZqFL+1PX2ppfmi5riPfUYAqynremPcWqCjuu7BAUYS8UU5AtnbuAqAobRWgAujq3xagegtUrTvXrrIqWK41Ms/b4sh23ZLLjjriwmcsjmGBCsToV5+Fb1cKc19PAKpaPpy/xkDtQ3F2r2pZ565/A0vfXUcZ6/xvacvRAOry5ZNqgdLmXn67WuYmB6CMQ+07eLEe5OzqXLUeL+p6C5TzmwJQ7if76vuUBco1AaBe+9/9D80y1P6vcy/dcRn3PfcA//+5p1AVKcEBCErprTSl36wa+h0L1FNPPbWwwNxK8khfIxcQZWIYAJUAM9uy7yHLem5jFrC7tZFnt70/KkC50O68884FQLE+mVh6YoECGwDKBDYuXbrUvsEUgBr6BhSLkTpMgSBlwGjV0jHqiAXKMstXMvANgVPWVUDqgcm2TLZVgNqlBWooC1+Uzr7MgzoPzE2Wo/CkpPBQOrhDiE0YUmb5l3OZSKyBB5YpALWtBUo63FWy8AWgWD6inJNR+rJOad9RgOrfhN9/f3u76Y3nIl3yww+3uIsKUJsoLWS3L4DSnqEYKNfNtgBFqRuyQOWarddoxsW6WKB2EQPlGozlIRYoiVz0+YElVtGqlK46T56JgWKBCkDpF8tqLFCUzFXrXHe/xEBVxZ3MY4FqH3PdAzjoe3Xhc86MdZ0PQE1mWowy3f+frbG8igVqn+PQW2Eii1iggI5p3fFdtv+qFqhl9+Rl5xnb3lugXPvpu/9zH9IFUJ4XQ8+SXa2LRwCAYoWqMVCxtIiB+j+ffPstNf3Ch3+pgRJIAAKxQEmaYB0l3T63mlxcC2CFSyc5MAz4iTkiJ9anY8gksG9cZoDaLTiltqMDlIx71QIFoMBRLFCxPiklbRB75CO2SWHeA1RgpweoVaGp368HKMkrJLGQTj2w1JeBo6myQlUAigvfmAWquvB5sHigULKm0pgvs0BF+dxFmQddHnqW1wWoBk+XL58CqGXg4KEfF74oftpg8sZ2FYCiDF2LFbr2HShtr/1JfSn7bf0yea4MUF0a86q0V4Da5M3/jX7dsEBpK4sOYOSqs813oK65PR4vC5/xiOxdazezBepGFr5pl9Yx5XTZetdXtUBFtuS6bwsUxbkCVIXH3JuMcwCKRWBtN81tAeq6Baq6sS2T6SbbgVEFqDoOr/6nf75XC5RrQLKIPgZKG9726KcXMVDL7smb9Nsx6g0k1hgoYz9ogVpjTNeBq2aBuu7GC6IqQAEESjGF+Nf/6D/dMpO4L1OUcTIACH7in5I8Ivspbxb51L7085ZzTQSgYukhH/ICMpFFPT7rtilrfZlXmoCdcTIBu7Qryv9cbi+BowOUbz4lfbkSQAGkaoECGwEoH9hd9hHdWKB669O6VqhqgQJS4ApAycA3lcIcOFVAqiCV9XWdLHw/+rPvbg+ufVugPAyHpiii2bbusuOqshOFZ9ICtccYKJCwagwU0EgMFGUx/dimpMzzpV9F0ePCZ9/zZIGibFULFOXWNUDu+7JA9ddmrtGUsUCtIvMxhYoLn9iKIQvUjUQKu4cYymO1QOUDovp8KAtUAOqsZOHLuKbcCKB6i9Sy5UuX2v9hjYHKtdDHQG0KCsuOMw4t1um6C1/uQ4GLfViftMn/9KoxUMv6sMn23gKVcVeSQSxQzQK5J3hyX+gtUNWFjwWKQkpppvhGWb0VStAICFhbopBzVWOBGgKoW0Em+uhaiLscaMmvAtQxZBHLmLYZO2M1/3YrgTMBUNUC9aVf+qXNwsMqE3BKCVrASwBKCvNqgaopzAM/gajesrTKcuoIkCWFOYhbJYV5haQKTplPCaDe8IbHFwDVv+HzwFz3O1DqGLJA5WG8r5LC54FnovBMAlQXAxXrC4UlLny9LPoHs4f+thYodQy58KUvveLer++XyXbUAtUrcJcunXLhI4MobLuwQFUXvsQSKbdNImEcDhUDFfkPXbNRslxru7BA9WnMjcWxY6AA1L6z8BnPAFSNgSJfLxVuwOPuY3/8j3txVL8DlXHNmOd+MhoDNfB/NQbJy9YPuvAdKAZqygJ1s8dAuQ5yL3fN575q7I9hgWJ9yv3gs08+2TSvKMuA4VaauKHpb0Ah1idCYdmwDVjeSjJJX3uojIoegLI9+x6yNB7GiwVs/gZURmW35VEB6hOf+MRJb4ECUABlyAIFoHxEF0ABoLFvQAV4Ak/KVYCp32cIoFjHlmXgCxj1ZQWqzNtnFYCqLnxRKpa58A1l4ctDqZZRUKO0bLKcY9M25boAFXCoALXM375/6Ob8+rCqC59zBKAoi0N9UV/qXqUcBaj+zen1GKhDWaD0bRcABTp7gCIjY75vC1Suz5QZr1igtomBShIJ12Cux8RA7RsiVrFALXuh0L9gWGc5MVBxoSNXk/+JZLPcV/xXdeHLeTOuKV1bAIoFYnCM+/+tDZcHAerhh9vLoGThO1QMlGs8/Y8Fijud/791xnaVfdU5ZoGKC597qmtwH+ePBYr1bcqF71AWKPcC92VxUPlRir3ZvxUnijjLU//9J5YN1rhbUSb6HLkIO6k/YElWx5ILWDNe2jVbn+rI7G7+qAAlicQdd7z0VAzUl3/5lzdAGbJAiTsSf/RDP/RDkwC1bfxTgKsHKLFZAGoqAx8wCjgFklJmfV8GoDw4KBK9kuStZAUoD1VK/BRAqaO3QOVBvAoA5ByblM5j2gVA9bLoFQEP8ry13DQGyjkqQJFPZKX/pn55ar3jVwao6y4jSSIRK5xyFxao+h2otHkXAGUchgDKObYFqFWz8DlXrmXX2i4sUAEob59jDTy2Bcp1nSQS+wAYY+n/aMgCRa4A6u/+vR++nkBj94o7xbkCVACujm/uJ6MWqB6WtrBIDQLUdQuUONVARH8v2tXy3a/89YULn36n7/u2QLkG+hio3DNk4Uts1LJ78qZyAKWuwaEU7hKYvPDF97U05r7PtMyKeGr7/fefvPl1P7ySO7XjuFS7H/ucgftBVT7ND01Usux3M5cAcsqacTP3vR/j9JULo0yEWR5Sz7PtkCWAq5bCoXbN67aTwFEBasgCBagACoBKAgnAYf59ly83gBKHBG56C5TlWJ9AVECIZYn7nam3Mk0tO159JvMASga+hx9+eGkCiR6SshyYqmUFqJ+49MfPervXA1SUximAilWlpTG//h0oD8MeBLZdzgM2ZerLQ3/Sha+LgYrCuksLVN6cTz3UySoxULK/aXumyHqd0rHrANR5jIGiRA3FQLkOtgUoYzWVhY9867Wc5Vig1o6BKsp2XHaq9cl16TtQN3sWvgpQkS/ZxgJ16Cx8GdeU1QK1zRg35bqMeb/cA1SuBfDGzRDIuGdM3VO22dZDhLFgkXnpnb/YEr8c2gJF/v/0R3930fd9ARSZ6nvivzLu+v6yb368pTF/8hWvajGKsrquOtEFXnvbF5w8+M9WO8Y9wMd6Zfv73Mc/vp2GNR89S2CWwE0rgaMCVCxQNYkEgAIoFaDAk8l6ACOVOKAR8+Tjub4bJRZqDKACT7Ws4DQEVup3460A5bzLMvBNgVK29WUFqDEL1LYxUKwO60CAh/Y2+3v4bWKBks68AtSyh/UuLFA3stVdy8Kn33l4k0Omum5y/slnhgGqV9quvzXPd0coboFI5S4sUDUGSj+027UwZ+G7NPgW+6xaoPadhY/CPwRQvQXK/9s2cDB0rP9x9711YqD8r5yyMvQWqC2We4B66vLlZr2QXORvPe++vVqgagxULOpK7pXPec43nXzhl/yHg38HytiwQPrQ+D6tb66DeBMkBkrfWeS8CHvg0p8sPnQtsUMmLn2Zr6Xx4oIHnm677bZW1u39fOpheWKB+qvHHrtpFb+5Y7MEZglsL4GjAhQLVHXhk4FPWnOWprjwgY1Mv/Gbv7EAKHDTA1RgxzZTIKmCU53P9qESQJlSp31YvsRgDWXgY1EKGE3NV8tT9qsAtUsLVI2BoggFBKJIb7McuOrrClgoNwGoAESSSCx709s/dNMukOBhv0oac+eIC18sUPqVutYt9f1mt0BRpIdc+Iz5vixQ9Xqt45NrLhaoQeV6BF57JTwABeJjeYgF6kYM1O6tD67jPgYq/0OUybjw7Sv2xngmBuqsZ+FrMTD9ePbLOwSopLJm/eDGdggLVOKAXOff/VMfPfGRdZ8daB/YffTTB/sOFNc9lq8Xvvj17aPs+r6va3DIApW+c0XmOsYiJKGDCeDUMutT2u6ZDZ5MXtS6R2R7yr4eLrumuFttr2bNNcwSmCVwM0rgzAAUeHKDe/nLX96+sRT3vZTg5F3vetfJG9/4xuZKB5BqBj7zYMf6WI+UFZiG5ofgybrUUQFK7NVQBr5AUUAvy30ZwOrLClBjFqhdxEBVpXNdKKj7R2Edq8/2KH+TLnxnJAsf5TUAxV1JX9PHlPpqWmXZ8esAFAvUeYuBIrMhgCKjbQGqj4GK7IeuwYwHcCNzb5UFffdg9KzlEYU7LnxnKQYKQO07Cx+AqhYocs3kf+IGPO7eAkVxdt973gtee3LPd721xXZmXDPmlo3xyjFQAGpkjJ91LXSw1Vugck0A6iSRWPZiZ8jStsq63gL1kw9+qllfuJCCF+eX6GGVutbdx7nVnVgn8r5mEfoPJ2960x/u/TtQfQyUvrO46bs4k3V/4lK8kA1AKekAUzE8655j3n+WwCyBW1cCZwKg4sIHor71W7+1WXiqBQpEgRHZ7yRxEIs0BlAVooDQEDTVdasAlHM5RvY/H/LVlsBSLSswBZKyb91W5+1XAWqXFihQUGOgopREIV13Occpo9jUdXXedg/gSYDqYqDyxl+5rQVKWygc28RA1X6mv6uU5DoJUJ1idx5joChnh46BMh71ms1YZB2ZD1onOgV5SoGuFiiWp0yUuH1CRG+BqokUqgXKfusqxqvuXwEqsibbxEAZ730ksdCnClDOmSntUK4NUP24d/937ToYWFcBSpwNly5Q/tRTf90g4hAWKKAEIFh//sev+MWTxx//y/ax7xYfdKAsfNx/Wb58YuOJJz6z975XC5SXMPr+97/ip1vf17UG2d/L1uc+97knt99++8nnfd7ntcknU3i4zL9ZAutIwPX0sY/9aXuJ7yX6utfjqudSL9330qVLLWRlX+eRYIIeSp+V8br/efkgXEXYirYIt6k/LzTo4wlrIZv685JC0jcWYP+H9Nx99aWe99DzZw6gxDP5xhJoivUpAGUgARSYAUqsTmKgTPUbULFCgSOwZf++DEStA1DOzQpWoanOT8GS/er2elwFqDEL1C5ioKJoRvHctqTUDNUR5WcpQHUWqCGAWqYwenMev/nEDGiXiaKzigufOnoLlOMjr5Spd2q5bRuLgeoVuuvLh4yB0gfjso/vQEU+u7ZAccck18g911wdI31aywI1MhYBqLNkgXJdx4VvHwATwKoAFXmTK4DaZxa+ANQ6MVCbWpem4DnbAlC5FpQUAgB1KAsUUBL7w3VO7A/lgxub9YewQEnawPqjDfodeARVy+7JuZ7WLWOB0sd7XnMj7mkTxUvqZtYnL2Q9t81TCIUMeOafVSuUvlJOn376U3tVOHMeivQm8l1XUSXvoT45P+VbOMdQO8jCdgr91JilPxT9TayVU/1RN90NCPjszl133TXY1qk6Vt0mzt95XKe8oKb6vGqd/X7GgS5NJ07W67oPedOP/d/YDyRZDkQZM9usB2DyEtDFA2LkZb32g03fbqXXC8G52X5nDqAkgghABTIAlHUGIx/RDUAZmDGACji5UDJlnTLTEERVFz5A5ngXtosg7epL/2R1sr1CU91W11eA2qUFqsZA1SQSVfGM0hvldGg521Lm+Cz3ZbavC1CJf9qlBWoVgPLmMwCVGKj0Kcr6qqXjTJMWqE55P48WKNA55MJnzLcFKIrXUBY+11XGoc5nrGKBWjsGqlghqrtWgD4xUIfMwvfLT9xIXlItUPuKPzGeiYFi/cr/MNnGAnWsLHy1LfkOFIACuYGeXZauHy61ppqJLRDhxYxxMLl37HICJ0BWwgYp0xP7Q/EIQHG1c0777vLc6gJnzmviBcDyRCGKBQpA7fqcqY88vQyrfd9UGfZ2nK5A6aOUCg2gOHome5b33+w5C4odxTRv7SnpUUh33TYykemYHOhOvfVg1+dz/RgLul0FAmNBCQe5dCyASwb50fuETdDxvCA3PzRurhFyo8g7jxh159zlT7vJCYjfeeedO68/bdUX4+48+wIosnEekOO7q/5X8stYAaKMBZnfc889Tf+2n/39P+X6tF90ZNtZ0GxPveo0Nt/+7d++gLCc77yXZw6gXDTgwj+PyT+Z0j9FAArw+Gc0yAGooQx8gaXAU1/aPgZP2pH4JxeHf3QXAfO/NpkqBNX5bLOuTlnflxWgxixQu4qBqopnlNF9lBSvdQGKwnoWsvBFIY9cyCxKXOaHlrPOcYMAVRT1qvAdMgZK38D0thaoMYAig20BalkMVORcS9fazWyB2ncWPuNZLVCu4fwPVwuU/da1LCzbnwJdXfiq+2LakbYAqHyfx/+NiZsdK5FybF229fvW9bUuaaz7TGwASiIH1hkgAaT2MXFbk3HvFa94a7P8RMlwrnyHah/nVWcDmBe8tmVEfMtbr+TUCwsUyN7XudXLXXGo74uGrDBDYaPsRgEMQGWZNWNIEV+h6r3uwgrjBS29g9thFNRdn1TfnYfuRFHftyzADUUdKAWInZP+xjphvPSVgi1Jlx/IA02AyHbL9DeyyThmP/vYl45YAW3XcnNe8LQMoOwHTgB7/ekH3Y8xYOqX2L1lAOUaN46Raa2TzIHM1I83VQ9QOTcLU35kSgc2XsYhxot6XuPGOmdcgXDmU4c+s3Zp7830O1MAZTD9k7jIAk+Zd0H4Zxv7iG4FKBceMAowgZ/M13LMAuX4ClDm1eHCmMrAFzAagqa6rs47pgLULi1QQzFQgQPKZ1VAx5azftUy9UfhOVYMVLLwrRID5c1nvgNFWYzSFvlYNr9OOQhQneUpEHUeLVCU4mPFQPXjkGsuFqil7l0jIGs8KOLSH1frUyxQN2KgDpOFL/9zh7BAGc8KUDk32cYCdegYqLRBqR0mYwxupKc2nbz0jgZUoKpNL73j2vosK+3T71fX1+2Zv/329kHV+rAHUF/6kl9dWGjADAv3Lkt1SabhviXuqf5YoGwXl7TLc9Y+qNv5X/O9H6ynbgDFfXGf59YO5+Yu+sgjT586/zYLPUBtU9chjgUEYrWmAIoyTlFX9r+pbdnXPvSfZQA1VRfFeqwNOQ8lX38o1AAqgONlNBChsDuHiYfP3Xff3dz5WMgcQ9/Kj67EtS1KOAVejE2/X/bfdbkqQGkXfRGEpL/aQu8Dia7HqV8sXXTYenx/DOCmzwZCs52uTGelQ0/9hgAK6JBxrEc5Xl+sNwasS+RuzPJjWKC/GxvXlX5WgNRWAGWMb6bfmQIoSSQAUuCpli4KlGvgXByAifnZWxRkPAZQgSdl5itEDVmgrOsBynldqC4wF5EpIFSXsz5l9lFmXV9WgBqzQG0bAxVlpFc+97EcZWddC1QC9qsL3zJ/e2/EdxkDFRc+8opsIruU+pd5ZV12jGkdgPLmm4LHdShujMp9fgdqWwuUcbkGne9t1izAGpkcwgKVc0X2u7JAxYXvLMVAHSILXw9Q+R9WAqgb8Lh7C5RryX2vxkDlfy+l8TYvmYd4MC9mkoZ616W01pJG9B9RpTCAGsr9B97/+61cdb7fr1+u9QEl1p+qoFA6AJzj6lSP6+tcd1ld4q2cn8te/VHk9H3qfFPb+rbUfev8WN9rW9adP48AtcwC5dqg1HqpW68T86wfoKVaCHqZ2W8VgAINlF4KdX8e+pDzjyn51tvOc4ieFoDSLjobq0ZtY5Rwup5jKNz0pvy0BfDpm59xlYCMHGrbsv+uy1UBynlBED0z48MyQ6c0Nsva6lhwaf8x2aZvIJtFKBBFXo5bJVHKEEABV3q4sv4Ar2vSMUDKGNR+0Iuf97znt/4aawBFXvmBKeNpzG+m35kBKIOGYP0zMD0GnsCGeReEixEEuUCYbKcAys3BBRxwSpl1gSj79RClfgPtwjTZDuz8U/cgFBiyfmya2se2ClC7tED1MVBRNnvlc2g5+y4rHZt9Uo+SsrMuQOWtfwUo7j1TLkCUrwAURbMqXFxC1o2B2sYCFTlowzoAdR4tUMC1WqACUMZ8W4Ay3mMxUGScMU4ZuccCNRgDNWL9ixUwZRIH5FoM1B86C19ioMizWqCWvVCY+l+Z2mY8EwNFrlW2x7RAZWy1576f/r2TF774vpYVbplisa+HdFUa9nmOQ5xnrP3Hkq326Peu+34zAhRZUZ7pKRVu9BWcLFOgyXgVgHIeyrHzqDtjJLkAvWjKSsZ6RPGmPFeAYo0Q40UHq2NN76MHggHnog9WRR5ssTY5zo9uZh/noJ9R6sFXrbPtuKM/6wCUU4ImbdU+Jf1xlf+tVS1Q6ZbxIV+6szEhs1VkMARQ1k0BFACcAih9BcpDAGWsXEertC19O+vlmQEobxLyz+CfMuCUkmnQ4AAhgzAEUNabAJCbQ6BprHRRrwpQLk43qgCUdmXKugCU9VPr+u0VoMYsULuKgYpitM+S0mPaBUAtUxh3YYFyjj6JRCAwUBhFbmy57k+2kwDVuZCxQB36O1D6K56DUjqlWE9t65NIREbbAlQfA+U6qvLNGChzTvuQ+eh3oDqZB5h6d78A1FmyQB0iC5//o+rCR64mcgVQ+8zCtywGShtcUzUr3Fl/sM7tOzsSuFkBioTpGfQdfaRXUKCXwZPjKIe2/IcAACAASURBVLGrApR91U8xBijqdx7nG/txzaNfgQjHU6hNAAIgUMJtr8o0gGLlYPESawMKTM7jGNBGuQdKttMXWaS0ieJPzwNYlPx9/NYFKG3QNm32sr9aZKbaF4AyrqsAl7pAJ3mQQZXp1HmGAMrYqse2+qN7Ww+KyRyw1vNYr5/GCNj2AKXvLFCOu5l+ZwqgCJiVKQDlHycTqg7JB6DyD+aNi0GrAOWf08XE9c7UQ5TtpmUApU77ACht0J7A0dB8IGrVUh0A6sd+7P6m0K4CUIEfwdYv+cpHTy7c9fYTClBVdiklQzFQQ8pnXVeV0n59vxzlNevrcpSvdWKg4r62SwvUKjFQZLWLGChyMDb6TpkXo9Er6AvFvVhEzqsFqgJUIIclaluAch1vY4FaReZD42BdXPhcg9UKxQJ1yCx8NZFCtUCJ16v/57ucrwDlWnYdm2KBOlYWvrc9+umTO/7RuxbfQ6oP7pvpYTz3ZT8SuJkBisQorxR0Vp1VrQ/+h+g1gIPCvuxnf8ox5RlIOefYj9Iv3MJLb8dZpqtRqi0nUUEAyjo/ACX2iw7oFwuO82krsKLEq1ebA1Nt55OTBijOoY01/ibbty3XBSiQR2+kQ9JPVwFbbdS3VV34sr8QFkYF56FTrvIbAii6t2sCkNUf/dk4aJtrDUBXuHNtgGLeYvosTso452cs6ff2u5l+Zw6gDFwFqLjyGWz/QP7pXJCgyUCacuEEoAyu/QJNUxC1CkCpy7n9A7g4MwWkVoElx9T96/KHHvtwq1/61p985yef9Z0NaWu3jYGi2FKGouTvu3QuSvUkQA18B+osZ+Ejs0yRZZYDtZHrpAWqwBOl/TzGQFHcK0DV62tbgOotUEMyzrqMg2tt0gLVyXwMoM6iBQpA7TsLn/EcAihyfeX3fHBhgepf1OwC4FiA+xiojCtXRuf3PaShuKCb6WE892U/ErjZAYpySrmlwHLnWuUHWug+YMPxq/xAE+VaSms62thPGySDYEGhg9GfgI/JPAuR9vZKuOMCSH3d3PfsH8UcnOgvZb3+wBdFfap9df915tcBKPtqG2uZeZYo8lhlfAKYvXyG2koOxjHnAdCWV+n/EECBIu107oCt9gM0OrAfGRu/AJL99BW8GSd9BfMVskGvsVsF1of6eVbXnRmA8jbBPwQ/UYMfcApoIFeD5OIIQHmrMQVQAadaBqryj60+F0smF4/JxWByLv/0LhoXxhA8pY0pp4BqaB9vXvQNQO3SAlVjoGIhqIo+JTSKSspeMc36vuz365ftvwlAxQrlGyTSBW8aA0Wh3yQGiuUjVqTIJzIbKyObun0dgDqPFihK71AMFJltC1CU8m0sUJMxUGOufNcBq1qgEv/EnU9K6YUF6srurUDk6eWJLGT3ft/PnwCHXFcNVK+v35cFChglBgrA5tzgjfUHwBzaAuVa0neuppIL5IG+z4cphYQS4p6/7G2p/dy3KRi7/mkHpcNzalngOUVFe/fRDvEqnocUZxOFm1wyFlEOKVesDvWtNJmwBHh2Oo51YNU4kF3K82YGKAqpsSd747Kq8mz87LsqQNHJ6FvOY3JdRoHux8q1S+baY3L9Oo/rxzx9x/Guh2opsu9Qe7TVdQOuYhmxjn5Gsc+1qB2uNXrkWNv6tq66DAzAj7r1A3T213rqsl47yDft0Eb902f64dgvAAIC9c15av/qcf733H/AU+RoXzJy7jFYsY8x4tFF7zaeOV79xpqBwlipw3bLAW3H0pf9z1tnrPWLfuyn/7Zpg7GmyztePWN9qf06T/NnBqDEQLk4XWQGEGgEolxwBtOFYlD84xiQAJQLLbADeOzjH7SCU523zeTGY9/Ak7IHKOvsa/A9qCoA1flAU9alzHplXZd5JQtUAGrMArWLGKgoRRSTquzvetl5TOsCVBTW6sJHsZx6y03xSxIJsSL6kmlVgHKOxEBxV4qcIiP1ZV3KnCP71PXWjQLUgAJ/qBioWImU22bhI/ebMQtfb4F66vLlltr8e1/06gYRQ0lepq7PVbeRZwDqnu966wkXPv8/P/ngp1oiFBmOgNUDS5KqrHq+fj/n7y1Qsf78refdt1cL1FAMlP8vfRf31H8PaV8PWMoLKOKn/3mf93mLN65D56NYUPa8iaVQ7PJHydCOxB308Qb1XNrhzS6Fax8ApR1RfimO+uv57KednomejZ7dnr1VqdQez2zuSI6lrIlxoeAdUpE6bwBlvJdl4SN/1x0dxnXi2iVTsqXDZIzqtVLn7Ws/YzumaGd/SrJ9owAbY+ekU61y7dufgm3K9UHvcS15SeBHgadruV5ybeiTfjiXa4hSnuMdY1xZOpR+rjft1K7U0Tbs4A840F7tcE76J51u6Aea9CPAkX20iR5rGmtfIMt5/F/7n+rrSX3ghGy85MhPvSbAGaDJtpQBL1ZC51HmGso+5O7aMmZ00/56ck7jQSb2cx+ofTJ22kBH1wf5A+rY5TznvTwzAOXm6ibrhm2w/IM1uPjQhxr5G4wKUCxPQwDlH6gClJtRhafMB6KGAMqAm0CZf2rHOL83EGlXygpG1lVgyny/vh5rn31ZoPoYKEpJFP4AQC0rBNT1/Xy/X79sf+dZClD333/y19/2j08+96pXLT6guysLlDYAqHVjoHoLVPoyVKbfkWktRwFqwJXskBYobd4VQFULlLEmI3Uf2wK1cgzUAMwGoBL/5EOrElMAKN8A0mew0QPItsu9BQpAeSHwtd/yrnYNf9EXXLNM7csCpf09QEkwku/+3EgiMZ0VcxM56DvLO+sbeHSNpu8+KisF9iF/7smAlYIw9KMI2AYaKBD17e3Q/puu8xx0jjGA0g7KGHjaB0Dpl2cu5WjqF4jzzKxKEgWOnCjZlCv1sCJQ2vcls6F2nheAopSStzEH8PQP+tDQjzzJ1rVRwZniSuGl35gf+lHIncc148U1nWnMtSzKNgW7jm3WB6qGzpN1jqOr+V9Jm7QfPNG/KOB5oR2LjetDP/JSW/hEPb+6LcfakuPJYxkQpl3rlhUQ6vy69SzbP3UrM7/smHW317rrfF/PsvNvu70/33lbPjMA5R8ZDfunAhSBDFYoN17/KP45/EOxOAWgvAmoFijbA1D2NwGglAEopX/cClBuJJncvAJQjvVmwIM17eqhKLA0VdZjMq/UR0kkKCtjFqh1Y6CSGOH5z/9Ae5NLuY3CPwQDVfnfdrvzmJYC1EAMVA9Qh7BAUYh7C1RkFbmQST+NbbN+HYA6ZAyUPuwCoCjKh4qBCpwNyTvjZB8yXzsLXwe0XPjyIV3fAlKfdT4sCsYPZYFi/fECgPvaG97w+Mk/+Lp/dc0CtQf3wUBPBSiuez6cyq2vpnDfFzzWGKja9ze96Q8P/kx1D082sKGTxzrk+eAN7dhbeIocRTVKYeqi+HkhtyyofBlAeS5SbMUATwGU83Mp6t9kU368GdafIUWIUu3Fpmet5696hvbTT2/lK0DZT/vrOa0jMwDVyySy2Ud5XgAKlNB/xKYYE2NDNxj6kSU9aejaAym29cCRehyT8ziXqY5T9lOqwzgOAS/gc9zQNVHrsD36Tt3XvLrpVmC7B0HXt34EumqdmVeHNuiD/6daR/aZy1kC+5LAmQIoJkv/SD1AWedNB+gBOEMAFauR7cAo0OQBFpBKGYiyH+DKFHiK9cnNHmCpwz+om0CdAlS1HAKo3DyyrV+Whe9Hf/bdiyx8vZIiiUR14YsiuW4WvgpG5qN8pgwgZHms7PcbWnbsugAVeKoufJvGQGnTqi58zhGAWscC5RwZi1qaXwegDmmB0uZdAJRrtAcodRvzY1ugJmOgOmDqk0nEAmU9y2izkH784y0GJ9bM/v8zALJN2VugvvunPtpcBoGbj5omicQ+LVCJgfr3j3zm5H9++btPYv0Rf3RIC5TrSswVcKsK174egn297tNjFijKGmhRel5MWaAoft6ie95EAdUfMAJKKI9TP9tZIzx/ejkAEOvBi+cVgMo5+jopwZ6fnncBF/VR0j37PG+HfhR4sKNu8lBSvPu2aEPcjarS3u9n2fPU1G8bOv+u1p0XgNpVf+d6ZgnMEjiMBM4UQPHFzFuHgIo3MN4seIPGTDsGUGDHg8QDIQBV4SnzKT3UlgGU+tzsPQQ9OAI+KQNEq5b9cVkWA8UC9cIXvmWlJBJR3KcAikImRmXIAhUwqkp/6txVuQlAAaezloUvsiKXOk92dbnOTwLUgNvYoWKg0gcABRh3/R0o9Zu2BahjZeGTLCIWKCB1cuHCyV+95z3tTnxIC9TLvuPNDV647z311F+3ad8WKFAYC5Q4QAltZL2jEFeA2hc8xoVP38U9+TSDvh/jNwZQgAg8UcjJJQA1ZAVIu23z4o67leM9Rxw3Bi05ThmAcnwFDvUAInX5BaCm3r47xrPP80ybPGe1Qzn100/t0H4Axc2+Bz9Q1lughupksdDWZeccOnabdTNAbSO9+dhZArMExiRwpgDK2zwPL9AELkwBKA8uAOUGzGWBT62JC1/gyTYAZT8PHQ+MOmWdclWAAlkeHiAubdLGwE9f9jA1tD3rsq8+rgNQAZ8pgGJVqVn4KM2U2xxbFf4ovkPrsi1lv8/YsvVLLVB7jIHS31VjoLzVH/sOVJXZkOyyrpb6zgJ1M38HCqAPxUCR17YAxZKzTRY+rne9ZWmVZQAFnHzU2MQymB+IYBXhwqfvu578vyaJhFggECH2h+IMJKoFatfnTn0AyrmT9Y7S7ReA2mffA1DOz/L10LsPG/eUcVa6L/cWKOPgGcD1znwAigvfmOUndQIMzxzPJ9NYvEn2TzkGUDwyvFDM+KhzygKV+oATgGL94sWhP+v8AJvzOHf9Dbnw1e3myQz0cdcyf8jfDFCHlPZ8rlkCt44EzhRAeRiBiwBUSjfuMYAa+gbUGEAFptYBKHV5YHhrlvYEfNYte3DKsreRAahdxUBRisYsUENQUAFg2+0AYiWA6mKgjpWFz1v16sKn7VUGWbauro/Mhrav48J3yBgobd2VC99ZzMLHagSCJH8wrTvPZe/k9tubJepzH//44knAAgWglPq9jwnwA4jnPOebTh649CdN0aRsBqBYZ37wZz62l3OrV7py4PDVX/P65jaYzl/r+3177/sLXvzK1neWr2P+AE4fAwUSgIdnAdc2yRt4TLDIcMnzLJj6cQFXJ6sP+FrlNwRQrDjgh1eEdpi0Qwyxdmj7FKCACRCkjgDYKm2xj/29tPQcredYZoGyr/OCp3XPuWrbpvabAWpKOvO2WQKzBDaVwJkAKIGqHgAeUDX+CWCY+GqzArEGedvG6mRfUw9Q3rCBnsDSWMkCZd/EPyk93EwsWibz6sqDKcAzVk4BVY6xT523HICSRMKb2N5NZlcxUFH0o/gHCLK+X876lP32sWXrnWOpBaoDqGQ+O2YMFPclbU+fU0ZmKdP39LUv1wGoOQbq2VntNrFAUZQkfQBBQ9OTr3jViUmSiKHtjj156R3Nde+zTz556p4qkQOAuv1Fj56auMhm3brzOS7l857/3hMpw6XtroomgLr7lb/eXHyzr3Ld8y3bnwuxWKc+652+W1+P3/b8tR/m9R086mft+6lBONCCe3JvgQJQoMUzyDPBs0N8kqxynh3gYOzn/m5/8KUEPRVAxo4LQFVgiUugNmTSDnCmHSxkY4Ambsuz0wtE7Yg1bez8/Xougl5ysiTV3zILFKgDnNXF0PxYO2vdu5ifAWoXUpzrmCUwS6CXwJkAKPD0t//232kw5KEBMDJ5mHngeHi56QMbDwFvwgCUN2lx4QM89gFHPTg5vq6rAOW4gBRAC0BZ52HjQRPw6eHH+lWn/tgsx4VvKgtfTSIRZX2ZC19vgXJcgCBlgGCXpbpNuwAolrSp4HywuevvQEUWvYzIL1P2SVlla90kQHVxUIeKgWJ50qddWKCMy1ASCXLY1oWvj4FyHal3SNZV7r/+kc+dfOD9v/+s6aHfunryA/e+rQGIrG7gaGwS85S4p3qzBDHAYp8TqxN3OUkj6o+ybd0+z61ushnKenfMvlc5HGre/by3QPXnXtWFL8kmAivu9Z4xvCqWQdQQQKUd9di48FVAyX4pWYk8z7yI1HbtsjzmUqd+1i515lxAyPNVu+pvygJFlsARRNpPnZ573AcPBcozQNXRmudnCcwS2JUEzgxAgSjgMgRQ3l6Bn1UBCvTYP9CUcgygAk9AqgcoxwA4N/0Az1g5BFL9vvbJuuwfC9SqSSSiSC4DKG5p3hpzC4zyXBXR1GNdVUSz3JcBiqyfWrZtKUB1MVD7yMKXzGlTECb+5Jo72o+02BttN1X5ZD5lZKDMulpOAlSXCe6QFij92gVAkedZiYGK3DMm+mdeaboGej/SIOpQb71XuUFHMc2+lo/Vvpz7UOfv++68Juv7bZHPvkvndU9m2bntttvaCz3xRkMysc6zQtwuq9DQDyx4ZgGI2ifwwJKj7rGfZ4Lnlueil4UgYAyQtIMlbGy7GC3PMfBUoQXMefYNxUJp+z333NOSQ2i/fbSHfOqP9cl255dIgrdI5MHtnXWMLH3X6LnPfW6beJzY71C/GaAOJen5PLMEbi0JnBmAclP1IPBmDGCY3OC99fL2zgPAw4jFKRYoZW+B4mIRgHJM4Cmldaa4YQSelD1AOZ/j3Ox76An8rFPWOjLf+lmy8O0zBqoq+1E267ooorsoVwKoARe+s5CFL/2vsjGvT5Fb9kmZ9TlmHYA6ZAyU9u0KoA5lgYpsh2SdbRkbZSbbfvLBT7WkBFzDesvOrXWrn3u7TAKgyMu6uOkpxd5W6EgdgEhck2fT0Hb7gYvedc16x4KLqWx0njmeUdqQdoCaoZ92xLI0tN1x9gnY1H08v4biprQxbdAO/dSf/udY29NWz8vsB7rS/mxPX4ba0te9q+UZoHYlybmeWQKzBKoEzhRAgRgA5abewGLFj+gCL5Pj3agBVIBJ+f+zd7dB2511fe/f8sJhGJNhEhQd2ozuJrM7wBse3Fq2BidNTWciGbHQocMYzbSjo+LYgRfGTbcWTcpQyqaS2qJtREKxSAmRPLQKRQN7YOwwhEaaMOJDtLdIwwYBkUnPPZ8Vf7f/HFnrfLiu87qv877v/5pZ17HW8bx+13mu8/iu/3H8V/YKVPIBpAAUeKoApT7pfpj8EOhPhZ4KTomvcbmGGia91iXupN4DNXrhq4PMDEYTNzcQFbeUPuYfz5XbaIGaAahYof7WCz+8evFLHlixDq2zHplKlil8Xv6Z6wIJR30PlL7X63acehNWbcZ0eZ4EUMO0veoV7lxaoPR7HwBl6uQcQPmfH3cKn//3Lmug8j/J/yzhOx/8yvQi2Hi0qze+bY4NIg30TD2aGyQn3YDRINX5SWzqZUVIP8Z2aj/kmbOY7KNfaUcb2asu0rXNElLja9vilaXreB01Xx+3AvtSoAFqX0p2Pa1AK1AVOCiAAiyjBWrTS3Sz/qkCVEAp4DSGcxaoClCsWurztMz0BH0YoWcJmgJJc+FcmdTLC1+cSIzrfkYnEgbBBo3rpvCpY24NVAabAZ6c7zM0gLXvClCn5YWPVvHCNzqRiC7RK2HiEyZeKO5JADVM26sAda7WQOmb/wuAOu57oJYAShvHBahxDVS0rVoHkhKOeXw3/C99p3h123WwboDv4YmpSaYfmUZlWlU2IGBqr/uG6Vis4e4VS+CQcruGYIQVhOc0jg0ynSv1xGri3qkf0vV7k2vtlN8lZG3Qj0zFok2modHX9GsOdzj2oUXdpCtvypvypnYtWXdquT5uBY6rQAPUcRXs8q1AKzCnwEEAlOl7dlYhP8LgA1iYwucH2o+xNIMVP86cRxgorPPAN0JTPQ9AxfokrAAVKNMmj0N++AM6cxA0B0s1biyT84SuU/+8vJIXvk0AlYHkOoCaew9UBpvC1JGBpzDpNW4ufsw3niuj/o0ANayBOgkvfMdZAxUdotUYrkvfBaDORwvUIa6Byv/H/4V1zP/+xpvu3xlqQInvvQcpHqKAI/BiTQjriQ08VajyHbYGZJ03trkb8KY4/dCOfrjfcbbDdbYHTTaDw7yA3Ln7p3Nwss+NJsDMvdF9MQ+XAowAyT0PQAEr97O6gU/3WPdasOcaaDp6dKtl+rgV2IcCZpD4TiytEdtHG11HK9AKXHwKHARAWSgLoEy9G51IGCAYDPjRZhXK+qfRhbkfZz/MWf9UgWk8BlAGAHMAZYBgVx9PfQYEAbpAUcAn59uGc+XEGXzFAnWu10Bl0LnPEFDZNwLUFlP4Rpgcp/PtwwufOraxQI2gSLPEPSH81OfWW6CG6Xznag0Uy5N+7mMKXyyc3E+bKqrOAOW+LVA+R+rOZzTtLIW/eP+XVlc9973T9D0e5HbdwIl7TtZpGHi597hHxeLifgRsMigDEAZp7i2Oxy1T28Z45yBE+riZGggwAkvyub9ZlB9Q0552Y3FSj/uae9i6fsylLfVDvwCQe2b6MvY15+5lrEsjQFlDY01N2nXPpCcoDISljg5bgX0q4KGHcUQ+e/usu+tqBVqBi1eBgwAoP6SeWhoMVAsUuODu1ZNPP96bAEqerH8KNCnrOKHjClCxPAnVbw9AqctART8CPwm3gabkTfl6rnzOA1DnygvfOBjN4D8D0uOeq0cduwJU1j+d5nugrL3R96qB4wzeE9b0MU7aoVqg9G0fAAU6qxe+AJT/+XEB6qhroHzurHu6+nvunqxP99376JEGTWBkBAUWJ2CQhf/AxnS2gIzvsOlpnnbPbazYHvBkgX3yuN+BMfeDccs6ozrw0z4rVNrlpMD9k5UePKmf5Ux/5zYg5MGQdusGFt3vAog1zTGgBG5XX331VN711H4lfwWopAv1K7Apr2N6udfOwWPq67AVaAVagVagFThEBU4VoPxoG5SwQGXax2iB4j0I9IAjP7bVArXkga8CUwUn8XYDBfVl6l7CwJNQHNCa88AX8Em4LUwt5TeoYYECUEsWqH29ByqD/QpRidtnaKC+K0ABp9PwwretBSqAOadd0mho3wWgzuUaKP3cB0CBnNGJRKDyuAC1yxoo15N2TWn9odd/bPX1z/q3Ky9/3efGgsLiFE9o7l0euoAo9xOAse4pNyuLexFYimVLXe4z7knbWmHcD00VDOCpSx2gSn/0wz1rCUrEs6pXmAOM7nX6USEn+gEgdWqHtcuaMPdrkBZISl4ARRN1rdu0aRaBvvTWCrQCrUAr0AqcbwqcKkAZQACoWKD8+FcLFDDxpNWPsR98AJX1T0CqApQfd4OTDASUsRu0ZE+cPOpTxh4rVABKO9LlNygCPoGfhNtA01yelK9hLFDPeMav7XUN1NJ7oDLgzKC/DkITN+bZ9jz5hBsB6gTXQIEEXviOuwYq1zPCZXQSjmmzADVM26tOJM7HNVCgswKU/zUt6H5cgDqKBUq7r3vXIyvfoZte/dFFgDjKDRrcuLeMVh33KhYZlpnrrrtugpoRKGp7FVRYZHJ/moOWWi7H4Me9jLWptqMuDiQ4Z9Af95N1m+txD3S/A2Lqcx6wWyqrTXnoYA2Te3fWhKVMtUAlbi5k6fIQa1Obc2U7rhVoBVqBVqAVOG0FDgKgYoHyQ84aAzwCGJ78BngAE4CyrwMog4wMTgJPCcV7YrwOoAwspAM6P/T6UvfavzlIqnG5joQ1LfVsY4G68srXTW6962B9nROJrFGZXqT7vs+fXZ+yBAS13iUo2DZeG1sB1LAG6rS88L3vU59b/eQtD09OPJa88EW3UYPEJ0z6rhao1Quev/qT229fZRqj8J3/9ztWT3/myyarCmAZ139tOnddP3rLp1fWKb31g49/BvQTbBzXC99pW6DoXHfrnv7m835+9YJr7lg98MAX93ZfBQ2sPu5D1aoDHACAqXx2D4Guueaas5ahpQ6AJVPogA4o2xae9MP0QG3VfqQ+9079BDUsQKbYrdtAlP7rhwdIIwitKyvNgyXtaLNu21igAJ/78TiNsNbTx61AK9AKtAKtwCErcOoA5UkmgPJjbHAAJgIrBgGmeAAolqIAlKk0ASiwE+AxMFkCpwpQ8m0CKIMLgxJrDtKfEX6Och6QSqgO1/z6t947PT3nhW8cLI9uzAM76wBqnRe+lDcArQP/8Xxd2pi3DmYda2OjBWoAqJPwwmc6l7U662CDVnEiMbcGKnolnLvWXHPCXQDqfLRAAfS5NVCu/1xboKx7uuGmeyZr4113/uHe7regxfefxaWCjngPV0xnAwM2IAGiQJH0pU2ae5S87mvr8tY63C/cC1mx6uae6d4ZGPHAx/Q698QKWrWMY+26Jyqrz9tOIUw9Zg8ARmuw6lYtUHPXxuIERl1Pb61AK9AKtAKtwPmqwKkDVNZA+SE3QAhA+SE2eDFAYDHylDQAxQJVXZhLA0QVoJZASnwFqEzfExp0mL4nNKjQHxDnxz7Ak3BbeEr+hLVc4j7x8ccBiqVgGzfmGaSvA6hNFqjAUaBgn6G67fsAKNexDn7AZl6kayBNm+zbvkhXGwGoJQtU6lzSLelCWq4FqGE63/m4Boru3jN2CF74fuRffnp12TOt4XlgayDZ5oYNSgz2KzwBALv7BLfmmYIGVqxNAlVz4KA98e4p7i2ZwgZAlvKnj6bZyZe2xAMp/fJgyb0za7P0w71MPxKXehJqz3V5EGVtk/vhaNlK3qVQn1zvaOlaZ4ECaUCzltEXELpJg6V+dHwr0Aq0Aq1AK3AaChwEQHkaC6QqQIELgww/7H7gDQpAU6bwjQDFYgS0RnDypNheLVAGMLFAqTfroAJQ4rRp0AJ49CWwUwHoKMepp4aODf5Mt9sGoAI76wAqVpVpCt97/nSatmXwn7IJ68A/cFDjHI/xS+c13vFGgBrWQGX62j698O26BioAVa/btUSvhDU9cTVcC1DDS3XPRwsUgKoWqNNYA+V/YN3TN3zTLZMFalcryrobLhBwP8PGQwAAIABJREFUj3BPAhl29wP3I9PdWI/cs9yjbCCANd29ZQ4GxCnv3hJrkRCIiZ8ro16gkqmCPJKmL+5pIMr97vLLL5+m1MkPmoCde9mcHtox/c7DqICMvrtWUDXXD+0oo7/S1UsHfRjbcC8DdPpVN/lY9N2jQVSuQz00nGu3lu/jVqAVaAVagVbgkBQ4CIAyhc9gxA94tUCZ8+9H16DEgGATQBnUBJQSBqACUX7Y1QeaAk4GNXaDGbtjdfmhD+gElsbzxC+FyZ+w5kvcg7/zOEBd/oyPLALUrmugABQLwbgGyqAzex3wi9vn+VYANTOF77S98I1T+KJJNJvTSVzgcQo3vQdqAKhz9R6oXAPY8e4mDhdu/vn/ttbCt876V51IWFcVDY47hW9bL3x3fOzLq+d/x92rZz9vv+ueAAULDucQ4x4wCHRw3gA+cg8BPHMbWHFv8f2vm3tchZmaBtRMVR774NwDHtDBKgWw1CHMQyD30bkNBLnvBfySR7zrCFQlXuia4jQiUAksq0VMX0CWe7QX5Jre594tjzTHvPeN1+K+r+3eWoFWoBVoBVqB80mBgwIoT2IDUODCDzLwycCgApQBgwGJAYMBASjaBFDqWgKoDDzUqT75PPHVj4BOwgpBux6njhpWgPoXd/7B3tZAzXnhG4Egg94MrnOecIxfOh/jld9ogZoBqFih/tYLPzw5zQCC6wbxpt9lCp8Bda7PgH7bKXyx1l1y6T9bVQtU6nJtOR51SXxC6fYnWaCGaXsXmhc+etPJ//y4AOX/DWQ50DA9T53RPSHr60u+/8OrK658/8r7nva5GfT77sdSIrS7H1VoYFUBQDyFCsf1SbVPYCgWnBoPLgDKnBMHU/TUm/ZZbXIM4LLJ5z6kH2Mfkyeh/s/1Q/pSP/SRRU7b1oO5R4+WJ3nES08+kCafNP0Tn2tI6D4ovbdWoBVoBVqBVuB8UuCgAMoAoAKUH1mWpACUp7HVAx/oWQdQsT55+hkLFMhSH0iy58lxAEroKat2DV4q6OwKS/KvK5+0ClDbTOHLgH7dFL6lNVABnQz4TyIMROwKUOBpBKhzsQbKdLSsgTJwjyajVhm8Jz1h8gnlEf8kgBqsThWgzuUaKP0DOydhgYoOxwWoOQtUtE/ofU+XPfPmyWV5D8DPp5+c7msr0Aq0Aq1AK3D+K3AwAGWKiKeXnnQCC7snlixBgIZlqAKU81igpJvSIm+gqYYBKHHyBKACT8IKUNKViQe+gFOAJ+dHCVNHDStA7dMCZZA8roEyAM0gNAPe8XwpfsyX84QpJwQRGwFqWAN1El74jroGyjXV68rxCE3iE1fDXQBquzVQ6y1xc1Y6lrXRjbn/zT4ACtjOrYFS/3EBaskClf/Bz937mdUVV/7y6sab7n+SJeT8vyX3FbQCrUAr0Aq0Aq3AoStwUAAFmAJQ4IRFisVoCaBAD/hZB1BAKADFqrSNBQpAWdxsPQDQCewcBZhSZl0dFaCWLFC7roFaskDVQX5AZ9+hga59I0BtMYXvXFigxvdAZaC+pNWYTr/ERcu1ADVM5zuXa6D0E0A9bnF7/5HXQM154UvdAId3Pm1smoI5B36jBUp/o2/WPXnn0z7f93ToN+ruXyvQCrQCrUAr0AocjgIHAVC88LFAmbIXgAIvnEoAHlPtrHmKBSoe+FigAlC8OwEkVqYAU+Ap5wEowLVuCh9rlrYrPK0DoEDSXDiWy3kNK0Dt0wI1roEyuK97BqWJy3nCMX7pfC5eHbsCVKbv7dML31HeAwWcRg1yjcKAVT1OnNC+FqCG6XxzFigavO9H37x61rOuml6kOwcam+KWLFBZP/T0y99yLIAanUjQ410PPzZ5xLvk6f/oyAC1ZIHipv5lP/7Raeqe9z311L3D+SHpnrQCrUAr0Aq0AheTAgcBULzwXX311U8CKJ6ewAxIAlDrXJgDrXHaXgUoxwAKaK0DKG3JYzphICdgNJ4nfptwrmziKkAtWaD+xrPfMDlVqAP1XdZAeYpfyy4N/vcVfxSAAg2n4YWPlStroDiR0PcA1JJmVSfHdd8VoMY1UA//xm+uvvja164+9d3ft/qar/m7E0Cx+GwCpjH9ryxr71+99YOfn/rounje+9pLbl4BKJ4ax3LbnNNsDqA4fUjd+7JAAXH9Vp8+/+QtDzc8XUy/Un2trUAr0Aq0Aq3AgSlwsACVl+jOAVT1wAd4TLmrABWLUwUocLUOoLKmimVKXdUDX0BnG1DalCd1JZS/AtQ+LVB1DZRBqEF+wCAD/vF8KX7Ml/OEYznxGy1QJ7gGCjDywrfrGqg4kch1Jaza1bg5wJLOAvWVb/nW1R8M0/Wq84gcVwsUK5wyf/a3/87q1c+4cfXNf+0fTQC1aSrjHPSMFiiavOk9f7oC45dd9kvTNDsw9R8/8ZkjQVRdAzXV/b7Pr0yto7m1d0cFKNcyeuEzLfCq5753df3L7lmdOfPVBqgD+yHp7rQCrUAr0Aq0AheTAgcFUKAlU/i4wAVA3JNXC5RpfADK+ic74IkL86XpewEpAAXIYoFSrz0OJECU+jiaqB74NkHRNukVmJI/cRWglixQF8MaqEPwwretBQo4BaTGcKMFaoAqAPXYs5+9+pPbb1+xwv3F933f6k9v/IHp5coBqKNaoKoTCVPgvv26e1ff+m23Tlac47wHCtDlPWNA3dS9vJPptnd/duWdZkcFKHX7P5gGyKJl3dMLrrljAr/779+vy/KL6Wbf19oKnKYCX/nzr0zvHzNVf9y9AHpfG7f+xg9jG+Kk7XNzTZYbxEW/Nuu74EwzzqsDxM9NOxavnP7tU4d9XmfX1Qq0Ak9W4KAAyjtMAlAABhCBI4CTd0CNAAWG5Kke+OYsUOLkkbeuf3JcAUp92q0e+AI6AZ9dwrFszhOqqwLUPi1QBrDVC99oJRrPAwJj/NL5ungQsdECtYUTiU1OCAy2594DpW9HeQ/UaIFSz6hLrlu4zgLFirTRAvWOd6zOWqDe/OZp6h7LlR9TU+S8C4nL7rs2vA9rkwWKZ7wbbrpnddkzb11ZPwRyjgNQgC4WKJ8zWvOMp27OHQAUsDoK+I0WqNStz721Aq3A+akA0LDeeXyZshcv+73d18b5lDrHdry02WtS9rn5/b7qqqvOtqVdMGQDS9KNPa677rpp7FEByrGHxl46ra/KvuIVr3gCgO2zr11XK9AK7FeBgwAoN1VroCpAOWYxMj1vBKi4LxcPeKxZAkcBp1iinNe9AlSsT9UCpb64MI8Hvl1gaV3eCkzJl7gKUEsWqF3XQAGPWAje9L7H178sDfj3HQ847PsAqE1T1wzQA1AsLBVutgWov1or9PiLdANMc3A0p1VtM+m7OpFggbLuafWiF03T/6xvm9YYPf3xKXxzgLQpjjbghke8QMhNr/7o9MMOdI4DUNrOGqgXv+SBad2Tuj2RDUAd1wIFHp/7wo9M0w173dN+b/xdWytwrhXg2dZverXWmBHioei+LC9e3JxxAJDRlt3vvJkr7k/72tSlLdcEhGJFykumAZIXZHsYxkmWh7UVoMCc8QtdrLmW/tSnPnUa7+yzn/u63q6nFWgFnqjAQQAUJxKewtRpc256bkxuMMBm9MAnzk0R8Cx54HNjCkCBqhGg3LBGgGKh4rwC5ARwEgZ8tg1TLuFcndIqQJ2kBSpgkAH/eL4UP+bLecK5ctI2AtSwBuokvPBtswYKQIHNSy59HKCA09K1jfFzkCVuF4AydW91+eXTNL7//vp/Na1Homm1QOmjHRhvuwcMOV6wA838uMcC5bpB6rZ1Jp+6WaCspbJf+9IPT2uT3F4CUP/0Xz+yc59TP6sbBxocUrzo2l9d/Y/fPfOEwccTb2N91gq0AoesACAADHUKHZjwmwyiKljkOpTx+5h7VuKFpsXNTYmT1yyWWp9jv+vGA3ObPj300EOz7TzyyB+t7LW+1KF9FiNjlUcf/XyinxQq7wHxCFAeEtuzqcM4yL4voEzdHbYCrcD+FTg4gHLzAxrM8G6uAIrFaR1AcfoAtios5bhClHyAy40s8BSAyroqN/N3v/vdTwCobYFpXb4KUcmXuApQSxaofayByuB/btBvwL7P+K0AamYK32l44fsrS80/m5wX7KoT7VImOgKoWJVYltbt1jwBKFP+7vsvD5213ln/Yx0QOGFBOsrOOgRErKXK+iGDARYoUHWcupVVt89m3smkbsesXsep21otdbO8pu793/66xlagFTgtBUCQ398KEbUvYAj4+C2vAAMujAs86KzxtWw9DuiApLmNlUg7QKjWB3yMF1iX5jbtm3pnBo0peh7Suqa6qW8OoMQDt2ppEkcPUDYHjbXePm4FWoHTV+CgAIqpG0CZPgdiAM8IUAEdFigQ5AYHtOam7YGnAJT0ClBuVNnVBdKcy8MUH7gZw8DPtmHK1/w1znEFqH1aoKoXPl7SxoF+Pa8AUOMdz50vxace4UYL1AxAxQr1t1744cltO4vEuqlqS2ug4oVv1/dAcV4AJHMduc4xTLpwDjzjhc96pm12sPWf/t2HJ83S1uve9ci0rshUOzvgARXCxG0K5WXFAUx1cODcmiXWo011LKWrG+C98Y0PPOFOBniuuPL9R65Xe7lWU/d6awVagQtPATNOXvrSl07T3JauDvT4fTYecP8CFn6jAc8IK0t1KGussA5KjDmMLQJL6taGcUOFnNoGMDP1zgyY5zznOdP0O+ORsZ05gKr15Fg7xiHArLdWoBU4fAUOBqCuvfbaaa5wAMpNxI3Jjc+NLRaoEaDc5OYAKvCUMAAFyKr1CTS5adnFq8sTsQo5FX6Oeqy+Wmc9rgC1ZIHadQ0UsDjf1kCdlhc+Wj2+VujoFqhAT8K7Pvm5yT04ixI34UKWrrlQ3MO/+r6z67cCnzzb/eL9X1r9wm+dmdyPP/t5d6y+4ZtuWf3S2z65evjhL007WKnHftRzLgRKAGf8UfdjnXy1DnHO1VPjE5cyqfstb/m9J9VtoJN8Y7ml89qWsq5Rv7ks760VaAUuLAXcI/wm+43ftPmt9NvMQsQapcy28KQdv/GjFWuuTb/7gC6zX8xqqVMO58qI0wZI0g5rlAfB2ZI2N4UveRIq59rWTQdM3g5bgVbg9BU4CIBy06kAlXdAuZm4KQWgQFQFKDBkyh3oyZS9hAGn0QI1ApSnW7FASXPTjCUMLFXQ2QWeUi5hyjpPXMIKUPu0QIGC6oUvVhOD/Hp8dtD/+098IeyYJ+cJl8qJZ5XZaIEa1kBx4b0vC5Q+mPK2zRooVq6lNVC51jHMtc9Zn6Qlf/KNIW0Sp46xHuXt8gm5I2ctAizZ/DjXXXw9r8cpMxfWfI7rlrTE5XzMl/SlMOWSPp6Ln4tL/g5bgVbgwlEAAIGVWHw2XZnfZI4Yrr/++p281LFgaWdbL38e3PLW54HqtpCWvsfSBAzr/THxILDGp5zQAyvlhL21Aq3A+aHAQQBUnEgEXIRACBwFoF75yldOVig3NsAjHvCArABUYEnZAJQbonM3J/UFoGKFCjypV5q81YV5wOc4YUApYerKeQWoJQvUrmugAgUTQLUXvrXTAONsoTqRqBA0ws14XmEpxwkDSc6X9uRJmPrlB1CTM4nL37Li5W60JG26zSz9YG8q1+mtQCvQCpyUAn5jN03fS9vuYabKgSdl/H5uu7Em+Y3fBoZY5Y0lWIu8NmVXmHFvfvnLXz6NNdI/fd8EUNZ0GafUNVrK9b07KnbYChymAgcBULFABVyY0gGP6Xlufm5mrE/2ClDmGwMoeSs0gSc3pECUkGUpAAW+sgeghOpTLi7MAzgJAz7bhkvlarzjAJSF9296z58+6d05poDVKXwZYHN1zc0zL2Wmh9W1QgBqnQWqAkIG7nOD/qTNhevyZ/D/sX9/32r1guev/uTNb179wZ13Pmn/6vf+venFsZxHxPrEEnXcNVD6ywK16xoo74HS91xbtB6vP+nik2dTKG/K1dBxytZ4+b1E1tQ9L5I1ta1ufuBNa7Fmz+5zOTdf3w87D1geTGwzJaW2sc2xAULc+OqHtQ1z/RBnkKCf+/YyZbBBD+27zrkBkzj3lujleG66TOpyP7LAvLdWoBXYrwLWMfk93gQJ0t3jPPB0D/Pd9aCzwsZSz9xv5NXWpk07xgnGGNr5lV/5lWk84N627eb+A6Dcf+q2DqDcj12fNrO5X7u+XR+WpXyHrUArcG4UOAiAYoHydCkAZTAGigBNBSggFYByQ5Xu5jgCFAiqO7gCUIBMuVifQFQFKOkWnFbA2RaWar5aPsdjKH/iANTr33rv5LlsyQJVASqD9nUANa6B4lQhg/MM1k8y1NbGKXwzTiROwwtfXQMVJxIVdqL3ujDayjOWredLms/l8V4rrseveu57z3rQy23BD6/vQ31ZpM/z+KPrh9hT1Vhp9w0uBinarf3wlHgENYMLDzt8Dz0Vdr6vzeDHE2pTfPTj8ssvn6b6joMf94naT0+axzyAKQ9chHVgs6/+dj2twMWsgAcZZpT4rd20eRjjN9/YwOa77rfdVP5NEOW7rZ0RaMY2c/8wFsj33X3N/QLkzd0zXYN7mWtw7L5rnKFvc/dg9yb3SW1l8/BG/e6XxjLZjU9AVc2bMh22Aq3A4ShwEAAVN6ABKE+ZDPgCUJ4KuRGOAAV4AFS1PlVwyvE2AOXmZoDnxhWwGcMKSdscK586kj/nNQRQt//z90wAtc81UNULX9bcZAC/aaA/pgcQEo7p4/lWAHWCa6DihW/XNVDrLFDjtY/XHG2XwqXyY/7U611I8XLnB71urKR+aH1XfGbtFUr8+Erz4+zz70f+JDZOXwwCQJH27LUf2vS99oDE9/UkLDrRwvcdSBlweSGl+0cGIQZTeUASzfQ96fppQMaFMF3lr2knoV3X2QpcjAr4voKV8T4xauGe5Ts8rpMCKOAF4Kz7jipn7DBnZa5t6Yd7g37VzUMg7czBjDpB3FVXXTXd24xX3FfqgyN9E3fDDTdMziV46nNvyXV7QGPs87SnPW26XyUEW+5NvbUCrcBhK3AQAMUCxYlEAMogyA2J+d1gyE3QPjqQcNOTz43UzcgeaKqh+ACZG5gdMNljgXIMxtx03bwCPPsIKyw5zp66P/HxBycLFCcBSxaoXddAjRYog/I6gB8H7fs81459VwvUaXnhq++BqhaoaEK7HG8Kq8aj5uvqkVbzc2Fu+uGNN93/pCeaYMoPu88rIJkbRPgM+yE2ABmfiI63JOU9eZ2DLGWBxVwb6sn3FHCMkCddWS+G9D2ug4uxD861YXAxB1npx3gtyhjg5Am1ejwxthAcPGbwZEqOPrjOsQ5lXLv8QM+19NYKtAIno4D7hHvB0j0lrUr3/Z3LJ25THb7nS+XThnBdf9Qxd79QTrx7lfuF+8dcP/VRevIJc5+U5nzcl+qqfe7jVqAVOH0FDg6gQAWzuMHhJoDy5NsAbskCZdAEnqQvAZRBlR1UGZQy91fACfwEdnYJl8rW+tVnsPuGN7xjem/OEkDVKXwZxK+bwje3BqoO4DNgr4P2xI0QkPiEY/p4Lp8+7gpQJ+GF77hroOauLXEJo0v+L5vC5E95YcpI47rcmidrn8Z1T24ZfpA9zbzkkkvPvuHe5yibH3afaXkyJSVpc6Ef/gBZHSw49j303cmPfi3vhx8cmRYXz1W+PxlICAGcp7SbptGoV37fWZbgCnPiPRDRF4OOukkzSKr9cxxrtWPXkemONGHN9mRY2Wzq9yBH2Fsr0Aq0Aq1AK9AKtALrFDg4gGJGzyAK1BgIjhYo1iJwlTUVAahqdarHcwCl7liftKE+lqxYwXYBpTFvBaccj2HKiGeBAlBeHsqJBOtRdQgxOpEIoGwCqPE9UBmwp/xJhdqx7wOgRi2qLo5Zj6wT8uJWa4ZcU/ZtnUjMWaCiVcBm2zBtJ0w94/lYn3Rx/qc33HTP9L4n73Ca2wBDHK2wmpj6wdrks2QDTYDGgmbwI4+paT7bFRpq3aw2vgO+K6BDPg8ffNcy5aTmdwxMrFHwvVG/flRYAljOrTVKHlZkVt4KPLVegOR7bXesH6YHrutHLe9YOcCknE1bua/4rlsjZeoMS7fNdbA80QxIAiz3HPcQab21Aq1AK9AKtAKtQCtQFTgYgLruuuumAZ5BnoEL6xLIMeAKQBn8gB6DKU+2PZE24FkCKCCmLumxaKlTeXsASqg+A8YKNo6XwCf51oUpO5enphnwGuhyo30uLVBLg/txsJ98Ccf0uXN5NwLUsAbqJLzwHXcNlGvLdSfM9SZMvHAEo6XzlB3r/5F/+enV115y8/QS2SXYyRdYugG+z/nXfd3XTwAU4AAJIAQYmUbn8w0QWF6WNpYt+XxnWIEdL8HTWAdIAUbaACDOWZ1YdYCZutXlewiq9Hlp02ffSf0HOb6z21jSUp9+zFmrpOuXewyoM22YpUvf6Ac49dE5DVir3F82/R/SboetQCvQCrQCrUArcHEocHAAZdAFeKxvAjkBqEzJGQHKk+0RoAJOBkF2eeYASv2BMoNF5YBNhZs5+Nk1LvWNdSfe4FD/DJyXLFD7XAOVAf/S4H4f8drYCFAH4oVv7j1QR9VoDowqJCV91Fi8/z2Pe9Y9nTnz1a3vQAb4HjgAAEAFfgBUXRTNGgQawAiIWNrAVqwxPue7br6LIAoEsZKBEECTDbBYVK2v68AExOiHPqtn203/fd9d77rNuin9dI2giUVKuWw0cm9g2XMtvbUCrUAr0Aq0Aq1AKxAFDg6gTAnaBFAGgQALdMwBFGgKRLEqLQFUtUDFk1iFnABOwqOCU8qlntqGtFigJsvDfzizcQpfBt+bpvBVL3y80hmkp2wAIQP6Tefb5ks9wqMAVKxQx30PVLzwHXcNVK67hvUaa3y03TZUNnVZ9/Q3n/fzK6D8wANfzPdz69Dn3EMG09d8h+pUOpUAK+n2ddPSPMAwHY9FuILPth1RBvSADmv7QApYqRswEb+uH+CPhQhE+S6vg63UHctRtZopN1fWdy7THk2JdMzaVDf3Df2s9dX0Pm4FWoFWoBVoBVqBi1OBgwGoeOHL2g4WIYATC5TQuX0JoAwiY3UKRAWgAJKpRMra6xQ+x2DM9KZATqDnuGGFpdQ9httYoKoTCQNvg/R1ANVe+LZ/kS6tvHTYFMp44QvYbAtDyVehaDx2nr3W7/9ovdbXfM3fXX3rt/Gst731yW0LIPj8+ow7jvUGAAQegJWpsL5XiRtveaa2+S6AKJ973xPHu2y+b75n2gBIpvN52FG3gNxSP3wflANOIEx966YeqptlC6ixQGXTvvM5i5u8QDFeurSRqYcpD6jcl+TprRVoBVqBVqAVaAVagShwMADFm5fBmifYBi4BKIMtA78AlAGewU51Yc5ilWl8I0Q5V5/BZeBpDqCsQfLkPsCT0EAywLMLTNUy9Tj11TgDRk4kTnoNVB20ZyA/N8hPvuTZ9Vw5QLHRAjWsgToJL3y7roEKQFVdcv0Jo0vCxAsDUtuG6rDuiQt7//9tAMrgHzCBAxACfHx+q6WEAwWA4HNm871izVkCIp9BliF1B2yU8d2bKyOPeN8tn2mQoi39SpvaBT764buljLycWqh7bnMNvt8egKQfrFEenMz1Qx3gyf3CtEBhdt9zD2TSL+XVqQ39rPVpo1q7QCig0o/eWoFWoBVoBVqBVqAVqAocHEAZwBkMGkQZNAWgslbpqAAFuAJQ6rCrX73iDQQNRA22AjnC4+zqSn21zsQlDEAZRO9rDRQ35qMXvjko2Hagv0s+IGHfCFAza6DGKXzn2gvf0ot0t73+QNVcWEEr6T9372emqXvWPr3479+2FUCxzFizY6ocWLDmqcKTLzig8V3yOQ9YVDiqNwF5AUWFFulgQ1vxiFfLOAZBpr7ZPeDQj0Bd8qoDxPg+64fvm/PAUfIJxeVhyGg1AmD6CJbqpgxLG2cVvADmZZRepOuhDF18z/TRdDz3E20AptoHx9rwoAXw6adrXzfNsPajj1uBVqAVaAVagVbg4lHgIACKByyDHQMYT84NlDYBlIEO0DJ4yqCLtWm0QEmTLwAVeBIaJNm1lUGVwVb2ddCzCawCRzXM8Vj2wd/5+PQi3Wc849cmL3zcald33aMb8wzm103hm3sPVAbwKZ8wg/mk7+P8KAAVeGKJOu4aKNewrRvzaFWn8Ck/6jPqMuqV/JvClLvjY19eXf09d6+uuPKXV2963+e3BiiDfU4SWEmEI2zk9iUf4JAvLsGTVkP5MpWtxjuWtlS21q+Ndf1Qvzz6o9zcJh6wzNWz1A/x6qbDuOea5IkO+qANcXObNHms4VrKM1eu41qBVqAVaAVagVbg4lHgoADKk2lPfQEUqxC4yXoJ1iI78AE8AEo+ADUHUYGpAJQn9epUXhjrk1Cap+8VmEbIOep5YKyGtR3xeQ8UC9Q2bswzuF8HUHNroFIuIJBw04D/KOlHASjg9Mcf/OCqAtRpWKByvfQJ7CRuU5j8Yzhq7X/3sh//6IqTC+uv3vXwY1sD1MVze+orbQVagVagFWgFWoFW4PAUOCiAsl4CyJgyNAIUmBoBimXJ1LtYoBIGnoTigFYFKBBVAYp1iuUrYLMOdjaBlLKpp+ZNnUmr+TKFLxaoERqOaoEavfDVQX1AIHEZ4O/rXD0bp/Cd4BqoeOE76hqo6BCdKkxFq4TJ6zz5l8LkMb3ysmfeOr00l04BqG/5zp/Z2YnE4d1WuketQCvQCrQCrUAr0ApcuAocDEBZz+GlmaCHdQnkxAMfK1TgabRAAah1VihpmRKobPYKUIAtHvgq6FQAOupxBaVad40PQO1zDdS2Fqilgf5x4gHFVgA1rIEyhS/T+DKFb4TJOrXRsemO33vTJ1dXXPn+1Tsf/MpZL3dAZdspfOqIF75xDVSAZ5dQ3rmdJsDOdD3T9r79untXpvFVgNrGicSFezvqK2sFWoFWoBVoBVoIUMKyAAAgAElEQVSBVuDwFTgogDJ9j8WIRagCVDzwgR6WqTqFD0AFomKBqiGAAkjKZAqfugNQjgFWvHXFQrQu3AamKiDV47myFaAen8L36F7WQG1jgaoD/WpJEX+ccwC20QI1ANRJeOHb9T1Q8cLn2sfrr5rMpUnfBJ6A6dqXfnh6YS4HEjRSVyxQDVCHf9PsHrYCrUAr0Aq0Aq3Axa3AqQPUc57znBUnErxkmb4HeAAUwIkFKgAV61EFqEzjG61QgShwxaKlTMoL40DCsTq4NPbOmYBToGcOeHaNU9fcnrYqQC154dvHe6DqAL8ebxr075oe+NgHQJ0LC9T7PvW51U/e8vAT3gNFn101ClQthXS07skLk7kuj07aaYC6uG/EffWtQCvQCrQCrUArcP4ocOoAxbVwAAr0AB7rlQBUXJgHoKoFCmSxHIGfEaLAlLqE0uSt1qcKUOLl49Y40BTYCeDMhZsgKnUkrHXUstIrQG3jRCJAs86JRDzLXXrphybX6KaOBQoywHdej/dxnr6pdyNADWugMn2vOpFwHeO0vXoOsDKFj3Un7bsWU/i2WQMFoKxJ4oVvbgrfqNGcjolL+2Mo/XXvemSyPIEowCQudev7C665Y3IkseuLdM+f2033tBVoBVqBVqAVaAVagfNfgVMHKBaoyy+/fHpHS6bjsRZVD3zVgQT4kQ6KTM0bISrT+UCRY+lLDiTUqy7rrgI4FXgq6OzjuNbtOG1WgFqyQF155etWL37JA2cBwQB9E0DNvQdqHNjv8zwwILRvBKiZKXyn7YXPFL5cx1G1CUwlzLqnv/m8n189/zvuntZqqTs63fPp1Uq704uU3/hAu88+/++rfQWtQCvQCrQCrUArcAErcBAAxQLFEsVaBHjWAVTWQIEiU/OWIAo8qU/6HECxagEoadZeVaCpx4GcXQBqrnziUl89rwB1khaogEEG9gnH+F3PU48w0KGOowBUrFBxInFUC1S88O26BooFKnBTryuaJExazhPm+hPKx7nFDTfdM3ndY4WiSy0v7rJn3ry68ab7p3caXcD3m760VqAVaAVagVagFWgFznsFTh2ggFMsUODJDpLAzY033jhN43PM8mSvAMUKlfdBKQeYssf6NK5/Mg0w66uE6uD9bx/rnyoUVeASnz0AVcMA1NMvf8s03W5c9zO6MTf4NkBfZ4FSx2iBWhrkZ7C/r1A79l0B6rS88NEqXviOY4GKvhWO/I/U6X+rjUyllNfxL97/pckqxSPfww9/6by/ofQFtAKtQCvQCrQCrUArcKErcOoAlSl8QtYiO1BaciARgGKlYj0KRMUSVUFKnHRlAmAjQMnz67/x6+fEAjVCVIArAGUKlyl83GrXdT4jQAV01gEUy83ohc/APoP8hHWwn+OaL3FL+ROfUP70byNADWugTsIL3zZroGhV10Dpf72eaFDDMT3XPIY/9bbfn16WywIVN+sp+1eWqZtX9/2Xhy70e01fXyvQCrQCrUAr0Aq0AheEAqcOULFAAajA0BJAjfAEoJYgCkixPkkPPAkBFIsWQHPOYvWbH/zgEyxE1Xq0y3GAaJcy8j74Ox9fveEN75isFPtaA3U+WqDmAGq0xlWwdLyP90CNXvgCOCMMbTqvgOX4rR/8/Mq6p2c/747pfU/iat0/esunp//5G3vd0wVxM+2LaAVagVagFWgFWoGLQ4GDAqjAUKbYmcIXD3wVnmJ9CkClXAAMONmdyxtwShiAUqepfh/5yEfOWqAATSxFCRO3LRgFpLYJ5WGB0o/JicB/OHNiFqgM3utAf4zb9bzW5TiQoZ6NFqjBiUTWP+3TC99x10BFjzHMdSc+152Ql7287ynrnuRN/sdfpvv+ad1Te927OG62fZWtQCvQCrQCrUArcGEocOoAlSl8V1111TTVDvQAqLgwz/qnQJP0Ck7jsfTsyixN3wNm0rg7jwvzANMIPtuC06Z8qbfmE2f9FQtUpvCNVpdxCl9AZd0UvjkLVMqdVBg4CCjsClDA6TS88NFqbg1UridQtBQmX6DK/+WHXv+xybokjB5Cmlj3xCpl73VPF8aNtK+iFWgFWoFWoBVoBS4eBQ4KoIATIBoBCuhUK1MAqcITWApkJd55rE7qzDF4skvngS9AE8BZCpMvYfKN54kXZq95EpfwpNZAgYL6HqgM9BNmwH/U87HcCGYbAeoE10DFC9+ua6A4fABKubZAU7RKWONznJDFidOIl3z/h6d1T3RIfeDKe6BYxu668w/bZfnFc6/tK20FWoFWoBVoBVqBC0SBUweorIG64q9fcdatOKtTPPABH6ADmuIoQpgpeuIrMMmbPdanCk/qZt0SKnfnnXfOAlTgJuBz3FB9qSPHaeNcrIECFBnEZ6B/UqF27BsBamYKX6bxxY35aI07iTVQ1lHFAhU35kApeo1gOBef/F6I+9wXfmTaHY9lf+RfPr7u6S1v+b2GpwvkJtqX0Qq0Aq1AK9AKtAIXlwKnDlCZwgegYhUKQDlnNQI6gSdOHziIsAek5gBqDp6AVAUoEHbfffedfaFtAEdYIWfuvOatx3PlEpd6Ak4JY4FitfAeqJPwwgdm6mDecQb9Od7n+VEAas6JxFHfA+VabnrNw5Ol52ff+akneDUcIUwbAaijWKACVLzqXf+yeybrEyuU+KTpz8/d+5nVN3zTLavv/u63rax7euyxxy6uu01fbSvQCrQCrUAr0Aq0AheAAgcFUCxDrEfAKQ4kABQrE2DiaCF73vcUiIolarQ+ZdoeeLKnbiClzuqBL0BTQafC0a7HAae5emtaLFDnYg1UhaSTskCpd18AdRoWqBF8lnSiZU2LdSkQFq3Vxxr1gmseX/f0wANfbHi6AG6efQmtQCvQCrQCrUArcHEqcFAA9cpXvnJy7BDIEQIikAScOHzIftttt01xsUjJUyFqzgIFmtQJ1MCUOuc88AWg5sIliKpAVMvlOBA1F8YCFYDalwVqbg1UBvwG9xng53ib8+StlpWxXABk4xS+YQ1Upu/t0wvfPtdA1Wuux66f+3ltWffEA1/VxLqn773pk5P1qdc9XZw32r7qVqAVaAVagVagFbhwFDhVgDpz5swqU/i+4Ru/cfXyl798AqjqgQ9AsRQBJw4f7G9/+9tXt99++xQXkJLHblqeKX3KVYjK9L0AFMvUOg98S6C0S3xgaRNExQJlCt++3gOVl8NOTiTe9/lpQB/4EQakTiLcGqCGNVCn5YVvfA9UNAkkJUx8DaXFuuSdT7fd94Wz8CRN3pt//r+tvvaSm1c/ecvDq6/8+VcunLtHX0kr0Aq0Aq1AK9AKtAIXoQKnClCf+cxnngBQL33pS6c1TwAqViJWJZYi0HT33Xef3d/97ndPMAWkQJQ91qjREpXpe1n/pG5wpc7ATcJAjzBxNXQ87slb8yWuhjke852WBSpgELBad17T6nG1tKSeANpGC9QMQMUKFScSR10DFS98R3kPlOvLNQaWcm2Jzznr0g0/+LbVZc+8eTX3vidAddVz3zutjWqX5RfhHbYvuRVoBVqBVqAVaAUuOAVOFaCqBerrvu7rV9dff/2TAIpFiaUIPH3oQx86u3/gAx+YHEAEpOQJRGVdVCxRrE3gKQCVqYHKBobATd0Tv6+w1j0eVwsUJxLjup99vgcqA/+AwUmEAZBdAQo8jQA1ajE6gDDd0fS4K658/+QyPNcn3NaJhDaqE4n0P3XNaZQ8yrEc8t4HphKvLMvUt193b7/v6YK7bfYFtQKtQCvQCrQCrcDFrMCpAlS1QAGo66677gnvgGIlMi3PtD3wVGHG2iVxv/4bv7666667nmCNYrFSLpaoABRwinMKaaAMzKh3hJoan/Tafo2redcdz7UhLhaoTOHb1xqo/+tfPfk9UAb4AYOEY9ym823KqWMjQA1roE7CC9+ua6DixjwaBJ5yzTVkcVL/1d9z95PgLe97sq7tl972yYv5HtPX3gq0Aq1AK9AKtAKtwAWlwEEA1CWXXLq6/PLLV9dee+0EUHkHlHVMYKi6Gq8QAmKAFE968rAomZZXLVFACYiNHvhYqcDXCDypf4Slep4y28alzqUwAHXZZb80uTEfrS4sUFde+brVi1/ywBPWLhmke+fQi6791Se5PlfHa//N7z7+It2/XAM1QkHg4CTCrQBqiyl8oxYnYYECrKMFCihFr4R0cmxnXbr2pR9eXXHlL0/uyZM/6T/1tt9fPeMZv9brni6o22VfTCvQCrQCrUAr0Aq0AqvVqQJUncIHoK6++uqzFijrlEzBMzWPpWkJPgIxsUZ5MW6FqApQ6gRnpvJZLwW8PvGJTzzBshU4SnupP/E5FyYuYeJyLsxe0xKXMFP4ABQnEvuyQI1e+AzyA0sZ8AvH43XngYlN5eTbaIEaACrT9/bphe8oa6ACSq4xetXrjnUJIGXdU/QQet+TdU+m7/W6p77NtgKtQCvQCrQCrUArcGEpcHAABW4yzc76p6xTCmwIR4hJHGuUtVEginMJ1iuWJpYsFqgAlGNWqurCvNaf40BPbW/dcS2XfIlbFz700EOrN7zhHat1Fqi/8ew37GSBmvPCFwhIGDjYd6h++64AdShe+EZ9AkfRyfueTM172Y9/9Ekuy1mmTOkzte/++x+9sO4WfTWtQCvQCrQCrUAr0Aq0AodjgbIG6lu/7f+crEOxElnHZGoe+AjMBERyHlBJCIpMzQNerFfqCECp125KH8D67d/+7bMwlnoTpr6EtQ/i5s5rXOrZJtxmCl8FqAzk103hA1CbLFABgxoGHhI3ni/FJ1/6JtwIUCe4Bipe+LZZA8WNuemOoCgvwc31CHNNrv2tH/z8irty0/fAkrjklU95IGzd02OPPda3mFagFWgFWoFWoBVoBVqBC0yBU7VAVScS3gP1/Oe/YHrRLchhJWJByvS9EWTG88CLeBAFvEBSACqWLXUDKo4pUqZCzghHyZP2NoW1rpQd48bzT3z8wdXr33rvtGZmyQvfPtdAGfQHCvYZBiQCFRsBamYKX6bxxY35uV4DxYlEriPauB47YHr+d9w9Tc8zTS/XmXTrngDbjTfdv/riF798gd0q+nJagVagFWgFWoFWoBVoBShwqgBV10BxJAGgTLOzAygWJFaiCiIj4CwBjfVN1kJZ62QtVQBK3c5N86v1jlCT87n2arml9JondS2FWQNlTc0SQB3FAjV64TPQr1AQUEgYEFg6X4pPuVq/vLsC1El44dt1DdScBcp1Zd2T9z15Ma7ryy4dUPkfffd3v63XPfW9tRVoBVqBVqAVaAVagQtYgYMCqOc85znTFDuQM77otsLHEjTVeJYr0/gAFItTAIorc2urqge+QNCubaQ95WodNb7WuXQs/w+89t9N7xPiRGK0uuzrPVABoEDUSYUBi30A1KjFSXjh00a88MUCFa1yLaxLpuZZ9wSmEh+48i6qXvd0Ad8p+9JagVagFWgFWoFWoBX4SwUODqBe+cpXTtP4QI/3O8VLXoWPwEpAZTyX1zS+AFQsUOoGUqb1ZWpg6k0dOU+Y+KVQvqSlzC6h6zPdEDRag8MCtS8vfHMWqICBgX/dx/jxPHnH+LnzgNlGgBrWQGX63j688O2yBioON+oaKNeb67DuibtyziF+8f4vTZa1XLc8N736oxP89vue+r7aCrQCrUAr0Aq0Aq3Aha/AqQJU1kCZvme/6qqrVoEc7sdZiSpAAZVtd1P/AJh1VGAsL9HN2qo4kJiDnbQROMr5GM6V3SXOtQE9a7Ve+tKXTgB127s/O2uB2ucaqIDBSYXgwr4RoIY1UHNT+I5qgQJQrELbTOHjROInb3n4CU4kAozWPb3o2l9dfcM33bJ60/s+fxaeAlDcmEu74aZ7VmfOfPXCv2P0FbYCrUAr0Aq0Aq1AK3CRK3AQAOUdUAGol7/85dP6p1iJQEagBMAEahKOUFPzAKhM4WPh4UDix37sx6a1VWO5tJF6c17rq2mJT1zOU2/Kbwr1kav17/zOl521QI3QME7hC/js6oUvg35wkOOEAYal86X4uXLp31EA6o8/+MHVn9x+++qb/9o/mjzdsQ6N0/bqOa2A0hVXvn9y8pC2gc8Lrrljsgz97Ds/tbaOeCxkgRqn8HFZbuqeKX40yO66WaM4leCRr+HpIr+T9uW3Aq1AK9AKtAKtwEWjwMEAFIi64q9fMVliWImAD+tMBZTAyVI45r377runeqynAk92xzzwVeBZBzlzbS3lT96l9DHe9XkfFQvZtddeu/raS26eXqS7CaAM3oHCJoDimvvSSz80WU6UCQQFMk4qDGTsClCm8P3he9+7+rO//XdWr37GjdN7r0YtKjw5Nt0xAPXOB78yTUukizhA9PTL37LaBFDayBooTiSiE/1YsLLuqWr4rocfW13/sntWlz3z1tVdd/7hRXPD6AttBVqBVqAVaAVagVbgYlfgYACKBSoAVa1EoGOEnXXnNS0Apb4AFFjhgS/5Rqip58kzFyZurn+1jqVj5fXDVEXAePXVV5+1QO1rDdQu74EKNICECgo5T7gpX6BMvo0ANayBMoXvy6961epT3/19k6vwF7/kgdWuFij9nKxGz7x1cgufKXzrQKyugYoFinXp2c+7Y3rnU1335Lpc4w+9/mMTPL3xjQ9c7PeQvv5WoBVoBVqBVqAVaAUuKgUOBqBigbrhhhvOeuALnICNAEuOtwlNjzMVEKAAKOugsrYq9S0BTm17PF5XZlNapiRyYmF9FouYfnmJ8DoL1D7XQIGMgM4+w8CVcCuAqmug/vNvrP7kzW9erV7w/NXH/v19q23fAwWMqgWKw4ernvveyeGD+ADUaLmq54C1WqBYsjiMUE9d90Q3UGjdE6cS/b6ni+pe2RfbCrQCrUAr0Aq0Aq3ApMBBABTrE4DyMt3rr79+ek8TD3qBkcDONmEFKxYeAFVdmDv3jqixbuepf+k4dafsmC/xtZ7E1VC6aYRgTt84zghAcSJRB/eOj7oGaskLX0AHECwd17Sap8Y7HvcA2a4AZd3TV77lW1f//fX/anXP7/zF6rkv/Mg0hY+Dh1GPel4ByruYvv26eyfwYTW66TUPnwWoTRaoClDKmZrHyuQ6srvWWKasr3rggS/2baQVaAVagVagFWgFWoFW4CJT4KAAyhS+6667bgILrr0DKAGXXUMQ5p1PASihtVVxYZ76KtzU46QnTH+SZyk+6Ush74L6kbVZr3jFK84C1MX4Hqivfu/fW/3F933fNHWPNcj6ItP37OvAB0gFoLyE2FolVjwvumUpqgBVoWs8VkcAChjxqveS7//w1I8KjCxT4r3vqdc9XWR3yr7cVqAVaAVagVagFWgF/lKBUwWoM2fOrLw8l/UpFigAxStdrEQgpYLL3PkIMs65KWfl8Q6ouDC3ForTBmmBm1pf6klY2x3zz6Ulz7owbsvzbirwxPMgC1TeAzVCw74sUKMlqVqPxrRtz5MvoTpjhRrXQHEQ8Qd33vmEHTw99uxnr/7Xd33X6r7/8tBk0VK+WqDu+uTnVku79Uum6gGny55581mHDyNA0XSuDsCmDta6S57+j6bd2qdx3ZPrsrYKqFn39Nhjj/VNpBVoBVqBVqAVaAVagVbgIlTgVAEq74EKQH3d13396pprrjmSB75AT8IKKnFhzuLz9re/fXGqXsBHHRWQUmeNG/PmfF2onqzLivUJPHkHVKbwLVmgjrsGynuRAjYnGQaktBGAAkh/euMPrL742tc+aTdtb3X55asP3vaus84rAlBA5vVvvXdyLW46HQcPcyFX4qaBvvjv3za5Mgc704t0X/3RCaq8o2muXOqTxqPe13zN350Aqq57yvV4wTHLU7/v6SK8S/YltwKtQCvQCrQCrUArUBQ4CIDKGqgAFOcKc9AyBzYValJGCKB+4Rd+4ew0OU4keOAzrS/5Ajupt57XPGN68tW2a9zSMasaC1isT9Y+gadYoOJE4qS88AUGAEaOE4qr8dueJ18N1ZmdVQk88aw3twMoYMX1eOoAUKbj/c3n/fzkCc+0unW79Up24JN21cWq9C3f+TNry6ZecET/m1790bN1RBtT97xMF9D1uqdy9+jDVqAVaAVagVagFWgFLkIFDgKgqgWKO2/gw1tdIGbXEMCAFSAWF+asUJw2cG2+BDiJr8CU47kwcSm3LsyUQtMT9Ul/TN8LQD3/+S9Y64Xvbzz7DdOaoGo9WvceKFPWxvdAgYpa/iTPAx/as6ZJX+f2D3zgA9O7nJJfyHIFWkyjG3de9sQldGz9kl1byqcu7da8KTOG8vCs96O3fHqyYKU8ffQDzPHI1+ueLsI7ZF9yK9AKtAKtQCvQCrQCgwIHCVCm2cXddyBFWI/BSj2v6dIMzDlqqC7MwYv4lB3LBIBSb82XtMQlXKpjzB/HEaxg6VOm7wmBo5e+miq2LwvU6IWvggE4yD7Gb3uefGMYSBOfHRQ5rqF89ns+vToLdsmvb/JuswOz1Ku8sgm3KZ+yc/VY9xTLVK97Gu4efdoKtAKtQCvQCrQCrcBFqMBBAFSdwmctkGl2owVqBJaAy1LIix9gipvw0QNf6ks4V0+FoPE4+cf4uXNe/26//fbJApb3PplSGAcSAOp//z9uXl1y6fsngJpzInHcNVAVKgI4JxUGzFJ/oGgMx3zON5WRPtZTz3OdNe6ox9yim9rnfU+PPvr5i/D20JfcCrQCrUAr0Aq0Aq1AKzAqcBAAVafwASiOFjZZoAAMWJkLxXkHlCl7PPBZa8TqY/2RtVEpk/I5XwrnoGjMO5cn9ed9VLE+6VM8A4Inu7U6V1z5OEDtywJlWtull35oxTEFpwqBixo6Psp5yo1hBaCk1bgRZpJH/Hi8Lm/yj3lqvPrqeY7n+lPzOjZ1zzulrMO6//5Hx+9Nn7cCrUAr0Aq0Aq1AK9AKXKQKHBRAASlrgViPHnzwwQl0gEqFlfE46QlBS9YbcdYQD3zWHbECxYV5zb/uuIJR8gkTX48TV0NTBq3F0hcQxxIGnoT6VgHq8md8ZNECtesaKK65T2MNFPgIoCSscUvHyTuGNX8AKDCYvImXV9qYnnw1XZ7Ep3zOTeXjbY9b9F73dJHeGfuyW4FWoBVoBVqBVqAVWFDgIAEKdASgwMgILjlPWsLADEjiiILFx1Q5u6lz3guVsslbwxwHgMbzufilPPLGlTpLGICr8BSYyjS+7/zOl60CUCdlgQooAAn7Uc9TbgwDIKlfWOOSf1187Vct6/iuhx5d/Ys7/2D1A6/9d6tf+K0zq/d96nNnrVbKeV8Wt+fSHYvLrm1lpP2DH/6JKZ/6xNd+yW/tGK9+PPIdZd3TI4/80bTWzudtnPr3lT//yuqhhx6anJlwdDLWL93n32cGeLPEjnkWvss7R3/605+erL36ObahH6ae3nrrrdNUWJ/nmsexOFZdfVWH97r11gq0Aq1AK9AKtAKtwIWuwMEBlBfr8pRnkAlOshuszR0nLqF8Bn7VA19cmJtKJ1+tq5ZLmvTkyfFcOOaveaRl6h54q/AEpsSBKNMLQdS3ftutZwHqfF0DBT4CIxPwlGl5gaGE8uZ4KUx96gwcgZ9v+MZvnECoWpqkgyMgKh0spS+cRAAr00NZOZ/ylKdMofxj27fd94XJ4551T2fOfHXn77/PLXjnXZFjEJCSDXTks8nSyipZoQS0ABJpT33qU6ddnz0Q2PemTt+Rq666arKCfvGLXz7bhD6x1upH9HIM7LKxEvtMAyef83yeP/s/P5ssHbYCrUAr0Aq0Aq1AK3BBKnBwAGVAx4lEBajATIBFWI/HdAO9eOADKNWFecqmfC1b4yoMbZunltGHTN0LPJm6B5oMNg2egZT+mcYXC9Rt7/7sag6g6hS+DPpNNXvuCz8yvaNotFqZwjd64QuQCLMHMrY9T74xTJ8SJn08T3tjvPxJc5z0xDkPRAGgN7zhHWc99E15PvW5yUIFsAz6Y6ECT8rF6iQeTAF1nzUWrYDYHR/78vTOKFofdd0TCGJ18r8dAcodRDrrKjAaAQpc/fRP//RkdWLFAmIcrABs5fa5ASYvsgZGYK8CFKuXz6j+sCrpB0314wtf+MKUVxmf7wCgz77r5W2yt1agFWgFWoFWoBVoBS5kBQ4KoLxI94q/fsU0YPPkvsJOPR6BJmmJHz3wARcDU1ATyEkZYcrVMPlqmLw1bu7YwDNe9wATgLMDKQNrA2ceAg1SDUrtnEhw+MCN+SaACmCsAyh11DVQdc1P4GTfYaAp/cv52E6gqOareZKeUFrckYMfUMF65JrkyS5PBSjx4gJNtR7lfd7UF21ues3DkyOPX3rbJ8+ulRu//AAC4I9T82o+UGH66BxAyeezLU2eAIjQ5wZcZQM1119//eq6665bzVl29IW1FgiNmwcQ6kv9Y7pz9QMoAF8BSjnls0nzHQJ9gEq7+qX/ATvQpZ/K9tYKtAKtQCvQCrQCrcCFrMBBAZSn3ACK9agCFEipwJPjxCdMvAFu9cAHXKzlMLhLnoCP85RPXMKk5Txh4hMmXihO+9oDSAaesYKBKfAkzTVKHy1Q2wBUYGMdQLFAVS98QCJAIwycJG7b8+SbC9OvhBWQ0k7SEs71pZbTTnbXEIAS5ppqOoACWJMF6i+vE0zSSv7syrNCxQL1U2/7/ek9XNY92XxWgEWdPgckTLHzP6zAMd4gAlCAgyVp3Hy2RwuUMoGR5BfnM2Mf0+QRxwrk81T7A36U8SBh3abMHEABpApeuZ5YoNRJB/r5HLtG/WCpmuvnuj50WivQCrQCrUAr0Aq0AuebAgcDUKwBsUAZoFaAAiV1D6gsxXkRbxxIABSDSQM8g2FlUr6Czy7HaXcsI96gVVvaB27atzsGTCxh0u2sUbFAnfQaqFhZKpwEYvYVjjA0Qlbaka/mTfwY1jzqCkA97WlP29oCVeFqAq5PfW6qhwUKbHFEAba4K3/Rtb+6evjhL03fYdDgc+R/x2zKCQQAACAASURBVCqUc5/NOSiqX/wAxy4WqFo+x6xcPjd17VHSEsrDmunzBIj0jbUT4GyCGemZwrcuL+uXz671TtnkB27+F7Ear6sj5TpsBVqBVqAVaAVagVbgfFfgIAAKOLE+CTkAADwBqBF2Ai8BoaQnnuc7g8cKUEBF3AhQqSPhCETj+aZ8vKp5Cs/65Ro4r2DFCMQZfHtiL4/+6Jc0eUzhixe+TVP4AhqbLFDjGqgATQCmAkrixjzjefKNYfq0FKYe4Zin1pV8Yx7xASgWproGKnml1yl84EicstmdAyb5hN739JLv//Dqiit/+UnrngABiAIP+b/6XG7atgGo0QI1VydL5jZWHdPqfOZ8tmJt3QZmlixQY198rn1eWaayKQuofIZBGFhcB3op12Er0Aq0Aq1AK9AKtALnuwKnDlAGX4GnABSoMA0pcJQwkDSeB2yEpl4ZSAZO1GUAbE3SWH4EpOOcAzeDbdYAbbMCsC6Bo7hRZ30yEJWvWqB2BSjAARrWAdS4BkqZJTgJgBw3DAilnZwnTP05T5j4hGN558DHnil8LEiBI/XIY68AJb2mSY+3PvAk/ZWv+6/T+57e8pbfe8K0tXyxgYJpmBxObOsgYRuAGtdApb2EYN9ndt1aq+QVyg/KltZL1bw5BlmbLFC+hyCurrNyfeLAGutU1j+py3est1agFWgFWoFWoBVoBS5kBU4doKyjAFB21icQdcMNN0wDMQOzCksVcCo0JY/QFDpTiwzuwFNcmHtaXssEphJX69712OBV/dpl+cq6J2Bkdx7rk0ExgAJ5rFSBrJPwwlfXQMXhQoAi8JIQXOR4Lk/SxzBlAj+bQvnHPLW9MS3n2q0AtW4NlM8SQIoFKnXc+eBnJ8vVz77zU6sP/48/Wln39A3fdMuKy/Iliw0gB8Mg3P9szpnDeIMIQO2yBqrWYcqgz0htS//UO7eBPEDu88S5g8/iUt5afpMFynRAn9c6ZVG9zq+55prpYUHq8wDB91c/emsFWoFWoBVoBVqBVuBCVuAgAeraa69dmTZkIBnAqcCzdAx8vJOmOpAw+HVuOlTq2hWQ1uVX51133TUNHEEScANtwIirZwBlYFutTwbHgbwA1L7XQHEiUb3w7Qo6gY5twiWomotPfUlbAqr0N+ngKQA1roGSJ4C1ZIFirQNdAa9fvP9L0/ueuCx/4IEvzn7HwZP/palppq8BqKw1mi3wl5EBqKOsgTJF0Ge1Qgvrj8/ZHOSJy/RCU/nAvM8c73ybNmWXLFDaBGJ1yiIN1C8OHLK0BtRYqtTFwtpbK9AKtAKtQCvQCrQCF7ICBwlQBp4sSQAKvASYcrwUygdOgAxwYoFi/QEvIEd6Lev4KHu1jOmnQWNd9xQoCkAZaBp8e5pvUGrAq0/6lrxZA8Ur3PhOJ9POjvIeqCULVOCkQkwgJGlz5zVtTA8YbQprueSt9SYuYfroPNPvAlCmKYqf8vylMwjWSxYooCQddN310KOT0wnODgzyDf5ZPq2lAlx1bU++7D57/n/VmpO1Rv7fczCjrHjwA2K0xTLD0pPNMSDTPtiWN3UBE22aLqiP2T1QmJs+CF70j9WzApe8wE/bS5tr9tnXD1YrABQYAk+gf+yH7yW4019TVV2fz7+2fb5NH6Rbb61AK9AKtAKtQCvQClzIChwkQBk4Ghga1I3QE5gaQ4NBT8fBielWBpAAyiDVYM8T+dR1FGiqZQJQBsKBIZBUgchA2A6QDHBZLlyTPcAlv4G2fAGobdyYA44JKNa8SHdcA1Wn8AVO9h0GhAI9OU+Y+LSb60iY9ORPPvEsSGDHIN7nwxQy5+AIJJmyB57+t+e+4mx6rE3STJFUDjA861lXTfAkjqVzbgMK9kBF8oAF1sMKLEkTAgjwAXrs/r9xrqAun0P/b/0HHD4bwEkawM71BZ6EAa3ajmOg43Ple1I3dYEon7Wx/8mnH/TSD/30XQn8eNgAqrRd+yMPiLQBQfrom2v0HfO96K0VaAVagVagFWgFWoELXYFTByhPsbMGKk4kxAGTAFSFpYBMYCiheFOuDCjBTADKYNaA15PymnesJ+fbhgbeBrwsSYANDBlgBogSimMRcz0GtMp4Wm/grI/y2esaqH1ZoKoXPpARUAmgCEdoWTpPfMJaR6030LMprGVqXSmXdmroGrIDqhzLkz1x0u1j/Ove9cj0slwvza2WoX1+0Su01OO0kThhjpN2LsPadj3epQ+nfQ279LXztgKtQCvQCrQCrUArsA8FThWgPM2uABUnEqwEebIeoAn8CLMnLaGn7mAJNIETe6bPjQBV60v5dWGsTkLwlHVMQMhTeKDE2sS6EHgSVoBShvVJH0FXgEu+fa+BGi1QFVICJYGVfYVpI/Uvnac96clb43Jcw4DQGMozxjkHUjXeuXVP3vdkz/ue9vEl6jpagVagFWgFWoFWoBVoBS4eBU4VoExBAlDWorBCxQJl7YU1RSxQoCawE8DJ+QhScSABaLYFqNS5Lgw8yTPCU2BtDp4CUJnCB55Yn1wbsAtA1Sl8J70GKlACLgI4FWQSN6YnPmHSa5i6N4VpL/lSR87TRg3lWdpT31K6eO97etmPf3TyunfXnX948XzD+0pbgVagFWgFWoFWoBVoBfaqwEEAVOApAJWX6VqTYR+BaQQnYGP9UxxIxCIU99OsWftYA2WKoGl4LEim5YEnbcQRBBDKDp4CUHGBDZ5SVh8DXRWg9rUGaskLX4WSAMu+wlp3jsFLjhOmvbnz5E+eMayQpPyYv6bX4x+95dOry55568r7nnprBVqBVqAVaAVagVagFWgFjqrAQQIUkAIfwAhACStEOR93HsesM2LtyXokcBPrj4XxIGsst+48lqdM25uDp2pFAkIBJ3Bkl87aZJE9eGJ9Sh+TNwB1xZXvX9327s+eqBe+EUgCMQkDJON54hMmPeFY76Zz5ZKnHte4sa2aluOaJ8dJS9+se3rWN//c6vqX3bP1i2mP+oXqcq1AK9AKtAKtQCvQCrQCF7YCpwpQXhRa10DFAsUixTMYi886RxIVfng6Y+Fh7YkL8wpQpvdtC1ABJ/UDN3Wzbqmf5QkQpQ0QFKvTEkCxVAEnDidSPg4klBH3xjc+sLr8GR9ZLVmgrrzydasXv+SBs9ABEjhJeO4LP7J60bW/+iTomlsDFcAIWOQ8wHHcMPWNofYSl7bT1rq05Eko79xx4hLWOq17esE1d/S6pwv7PtZX1wq0Aq1AK9AKtAKtwDlT4NQBiqvkcQqfc2Bl2h0Xz5usT0BHXlaerEli+WGJYu0BPqxHrFQVujYda5djCp7zMvUu0/bmLE8BqFifYoEyXQ8k2fVHHcrLL7SuyrocAMUCBX7ufPCv9qO+B6p64ePGvAJIYCOhtAoeOV8KRyDKeerbFKatMV/qSbs5T5hySU+Y9FqfY+uerrjyl1f33fvoqXq8O2ff6G6oFWgFWoFWoBVoBVqBVuBEFTh1gPKemRGgWKJ44mP1CUCBmXEPAImXl5UncDIClHQWLXlTroaxOgntYAuUmRYYeGJ5yvTA0fIUeBI/ApQyLGPgSR1Z/yQvOLMZ4K+zQNUX6YIGcHBUC1RgYx18pI2jhKl3XRjQGfMk/ihhvS7H1j197SU3r37ylocbnk70NtKVtwKtQCvQCrQCrUArcPEocOoA5UWeI0BxInHFX79ishzFE19gJwCUUDww4uGOhQesxPJTLVBAxVS8Wi511lA6i5CXhKqTVStWozl4CkgJR3gKSJmuB+zAUyxY8gKzL3zhC9OnLRaopSl8FaACF+sAihOJn3jLI6tLL/3Q6k3v+dPVJgtU6gzQBEaWwjFfzlPPplD+pTypK21ve17r/Ll7PzNZnl7y/R9enTnz1Qaoi+ee1lfaCrQCrUAr0Aq0Aq3AiSpw6gB13XXXzQIUiAJE4CZWoQo6OQY8LEV1/VPAhaUnU/gAlHwsS0sQZY2U90WxVvHcNwdP6g40sTotWZ7SB2GsYeBJn5w7BofZNlmgdl0DNeeFb1sgWQKbbePTzrowaaBn7njbtmq+1HPHx768+lsv/PDq+d9xd7/vKR+wDluBVqAVaAVagVagFWgF9qLAqQLUo49+fnX99ddP73+as0Kx+LAaAZtAT6baBaAAEeDhoAGUxDkDcKkWKNYk66BYl8a61K8dVqdM2TMd0LQ7dcbydBR4CkDpF3jifMKxftQtFijWol/7nb9a/2Qt1FHXQI0WKIBhr9BRrTaJj8VnXRhYSZ56nnqOGta61L/LOavcDTfdM7ks/6W3fbJK3MetQCvQCrQCrUAr0Aq0Aq3AsRU4dYBiwWFtmgMocAWOWI44czBVr8KUY2msRaxVse5kKl0AylQ5eVihuDNXD/CyAyce+qTF6qSurFVa520v1ieQNO7pQ+JZnYCTHcg99thjT/jnbbJA1Sl8oAKcrJvCN3rhM4UvQBPomQuT57jhXN1zcSMcJc9R2lcXaPz6Z/3bad3TV/78K0/QuE9agVagFWgFtlPA/fPhh7+0euCBL+51v//+Ry/6mQGm7lvf7TUtvBGf5GasMY43TrK949ZND9o88sgfnd1z/pnPfGZ13N91WqhH/WfOnJn2tJUlFeM1KCPvWEZcNnn0PXmEzs8n7XMtHW6nwKkDFNCw3mkOoHjoAz/gBkixEJliB3pYcBxLM9Uu7ssBC7ARAijx6jDFjxVKPYAJeAWcxMuTdzRlqh3YAT51yt54PIJSgEl83ROvr7684xYL1D7XQI1e+AIrS3CSdBCT4zGsaYGd5Mn5Uv27xqe+hGM79Rwgvul9n5/clV/70sfXPY0a93kr0Aq0Aq3AZgUM+niE/e7vftved/fnf3Xn/7e5ExdwDg9vjS14GzYmOclBthk3xjQeQp/2ts11Gpd5gG15h92xsVkekjuX54tf/PKRLkcfPMRWj7GiB/XGimYx+b/MbWZLmZ1ExxtuuGHaHRt/5pr0Rx7jPnUa82nnuMA315+OOwwFTh2gfMgCUIEoFim7m0vWMAEgFiIfUDccu2Pxvlg+zIDHFyIAxXoEoHwxgEsgSjm7+oBT3s9Up+ypS98CQalXmDihPHN7zZNjffQkZdx8ATdZoHZdAzVaoEYICXwklL4r4MzlT33bhkv92rY/ace6pxf//dtWdPKEs7dWoBVoBVqB3RXwe+SBHtC56dUfXd388/9t2l//1nuPdayub/nOn1l967fdOv3e7d6zC6cES4fBdZxlZRB+1Cv0MJk1a9zU6wHxU57ylGmcdNx2xvp3OQdyZg1t2lh1PCQ3/qOPh93Wi1u+4cG5cRzvzcZTrDy7bjRQThu8PRt3Gk9qY8kaqIyxm//Z0572tKlvgFQ90TR5jC09/Je3pu/az85/+AqcKkC5iXgKc9VVV00f4gpQXJmLBzKePtiBTqxJvkSxGnmSAJaADMDxhAC0KCsNYNnVAaSUE47glDVK+hR4quB0HHjSF1MHl7ZNAFWn8AVc1k3hm/PCBzZSdikM0CyFAZakj+fbgs82+eQZ6x/PU8/Lfvyjq8ueefP0w58b2pLWHd8KtAKtQCvwZAXcO/0Wfft1965ues3Dq3t+5y9W/+9nVtP+W//j8dD5rsdeaH7jTfeftWZp42LfAAFIMJY5zm8WC4exC6vM3Gbgrw3rxk9zAxZgbpvNLB1WHIAzPnSmlYffT33qU6frPqqFh1WJF2iQNrax1Ef5jFONMZWf20CTsaV+Huf/Old3xx2WAqcKUD6AwGIEKPBk98H2QWWFYh0SVhhyDJDi5AHg+NLZHYMgNxZ57LV86vQUQx516Ms4ZS8ABcgqQI1Wp1iZlkI3j3Vf9F2m8AUa1gHUkgVK2XX7EljtGr+ujZo2B0TSE7+uXXns//RfPzK5LP/+1314rcaH9dXr3rQCrUArcFgKAJvrX3bP6sYf+uwETx/5n38FTQGpXcP/+PG/mGDMKyVYs0wLvNin8Pmv7wugWE5YPCxxOORtXwDlGk21u+SSS6frBixH2Yw/WbLMdtoWoGi9C0AdpV9d5vxR4NQBiuUoZtRYoAJQPtg+4AAH6GQPEAV+gA9wAVvmzAagxEkDR7UO5VNW+wGnJatThagA0hxApbw8KSNk7VoyDeejchIWqLk1UOuAJGATeBnDMX3pfFMb26an/aV2xHvfE+vcC665Y3rfU/TssBVoBVqBVmB7BUx9/t6bPnkWnnYFpTE/+GLBAmOgjIfZX/itMxNAHcUC5Wm+gW4cP5naZSA9/rZ6UGk6mylWpraZ9lWnUqnHQFiaPMqr1wwRdQObPOyU17l24sAqa2/kYdVJWiwStZ/aUKf+pM78RwJQZsRkU4f8rk3d6kp/cz0BBvFZ38Qaox59saePLDmuX336oEzdtOe69NNOg3GNtva0bXdsip029FO45HihtuN4nwBl7ZGpdMZ1Y/uuMZ8T163f/t9z1x4LlPRttgCUMebYbsrTyJhPe2ObydPhhaHAQQAUMzZ4GgHKuTRgAoLAjjC781iMwJMPdRYeOgcv0u0BqVp2H+AUkApYJdS2Y7C2zdONTRaofa2BAh0BkzGUti3cbMo31r10vgRH6+pPXe988CurF7/kgdVVz31vr3u6MO5HfRWtQCtwCgrwtAd0quUJAB1nB08/esunJ3h63bsemX53/sWdf3AkC5SBqIGw31TTo+JEyu+988CJQa3pXR6Qyg9SrG8xVgAI6pHX+hQPZ81+Ma3MFDdAYJAvXpkMgMVde+21k6XC73k8rwEv4wl15HdeGVPpxGsDtGjXQF89ARv/4gBUncJnrGBc4uGxWTfpg7pcq/hYmlwHkDDWscbJOAdEqS8QpA1aeChtxk500r6BfpY2ACEwpqxr0e9soEobrlP99OXNGJz4f6ijXlfKjeFRAEqb+gX06K3P9KSF63VeN3rlc6KfINT/0jhNvPRs6mwLVNTo8CgKnCpA+UK4WawDKF8gYBQQCgwpF3gBK4EnNzpfLueBKF9yeWsdKStN+XW7PKkj5YQ1LnkSqk+e8Uu79E86CQvU0nug1oFSgGYuDLgkbd35OgBa137KpQ3h2E7KW5TMZXm/72npU9XxrUAr0AqsV4DlyXonD6P+6b9+ZHXbfV841v7WD35+Kg+erKXyO+Qebj+qBYqVxDjB4D5P/g2e/caDE2BgcGzQbFBcnRWIDzCBpGzgw0Na0/krFGXsUKEAFIEQsFUH4YADLKVPfu/1E+TUfPrD2gEiEj8HUPqWeNeVvOKBAIByLXUDM/oWsKppjkGZWT6ALABl7AWsjFFy7fJKpwdd64NfEKVt8YAmG6AyRtPnTdtRAMoyDuXAmut2Da5FHwOJtV198/+33j3XKl0/6V+vCUC1Baqq18e7KnDqAOUL7APvBjBaoZz7AkkPmARahIGeCk++EEsQVeuo5VPPGCaPUD/n9rHOlFGXG3T9Ei/9c9wkdwGoAMS6NVCcSLz23/zu6tJLPzS5964gMgcpqXOfobq22ZcAaakv8nuiedkzb50WJtcfuiWNO74VaAVagVbgiQqcOfPV6Z151iXxkCe84Qcfd13Oq6ljYT1O3FKY/OoCT35v3LO9aoIFynTrXafwGRAbD7A8ZfO7yVKSQbEBdWasJE9CsCWtwo4BOSgwQM/m99rvvLyBImkgAzwYiwQ4QIiBOeuNTVn1G+AbnNct9VqrlP4GlKoFShnp2lFXBSiANAdQ4II26wDK9VSAApLGVtoeN0BmfRFgywZMtA1c6kY79QBHm/6a5ga46k4jlip9qPE5HqfY+V8a14Ez8Elz/0P1AEvXMz6c1rY29BPwKpPd/1pdrFfZtrFAGVvUz0Gm8PksjP/j1KufcSKRuA4vTAVOHaCABujxoQ9ACQGVXbybzgg3zn2IR3hSl50VarREjXUon31MG8FoV3hyY3WD3XbbNIVvH174KpDU4wpUgZkxDAglfuk88anzqKF6ltryhPPZz7tjerppANBbK9AKtAKtwO4KGCCatsf69EOv/9gTdg4fElePEzcXJh+HEQCKNQs45V4eC9QuTiQMYP1OGxfMWR1y1QbUxgysVONmIA1K7Aa4NoBg8F+91wV0DNDHB3OsTzU/qKgWKYNrYxW7eupmcM/io3wgMABlrFC3AFQsa0nbJ0Cx1NGzwmPaATWmBFYIcK36PgJXACpgQjNx+l5310572jiuaY79L6pmASgwGuCs/QNDxmi1jM+JcZrrsgZJP7LrN3irlsltLFA+UwA1m76o37hzaXzn89VroKLYhR2eKkDlS8Ji5Mvpg5k9ACX0JfKBDTAlHOEpN8hqhaoQFViqYUBsCaDmwEncCFjOU4cbQp1DvOkj5Oa6yQK1jzVQ+RGrcJK4hEcFnloudW0bBrqS33mtr55b93T199y9etY3/9zOTzE3/R86vRVoBVqBi02BrH1650f+bPVrv/PZs/t//MRnZo9rnvFYGbspgTfcdM+K+/Lc34VZA7WLBcqg3O+rsUDgZ+5/BEzk8fs7bsoZvFeAYpWoQKRMBahqeZCWOvz+AzLgExiSbnCtjRG+/L7b9cvAP2UCUNtaoGIxE9aNxci4KRYoIAd4tGnT79ECBfxoJRw31ikAFQiQvi1Apa5cc0LxYAa4ZUta+pl4YcaGcwBlbCXeXiHG58RaN/9T/c02V7+0TRYo5fS36q1f/of+zyPYpT36j//TpHV4YSlw6gCV6XY+lIEnoS+33bE0+UZwAkfiAVOFp1ihUvc2EBX4qWA0B081vR6nvDJ1nvW2H5dNAHUUC9Toha+CyBKg1B+7HFewEbd0XuOX6t82Pm3X9pR95ev+6zR1741vfGBbaTtfK9AKtAKtwIICASjWoQDRnQ9+dpU9IJVQvHxzoTj5vJcPQJkt4Hchvw3aMMVvF4DSbQNS44FqLRJvkAtIgI8BsYGt3/sRfgy6jSNYp2K1CEABkGzq87s+QlDaihXKVDHT2eo0LmXVbwA/Dq71R7+MTQKBSwAFzuTLFD712gI9dUAvfpzCB6TASsoFoPQ3187KRA/XkXxTI6vVtPSgApn4TQCVKXypYy7Upzlgm8u7DqBo6//j8xBQAk80zv8nMJm6XaNrTn7x8hs3zv2/pPvMGHPGuiZOPZlOOn4Wk27phv/RqKv03i4sBU4VoGJWd2PxNKECVIUoH3Af9ACU/PYRngJRQjegTQAV6BG6aSZ0PMJT4oRze8qOpuhtPy67TOEDFWBi3RqoufdA5UcsYYWUEVTSxnHCsf6l87n+jKClrHVPz3jGr604j3DD7K0VaAVagVbgeAqMABVwOk7oQVcAqt73Y4HaZQqfqzNo9hvrN900LINTMGAQy0oQMDBw9vtvIJ3fCABh+pbxA2ixGTyzIBmEK+9cndoxtgAXBtCpIwqzLhirGJPEkpQ0Ia9vyoMV4xtbBvbGJJkOpr+OtaNvgCEDbmngST3K2vRLHNfdYBK4Jb91QephMVJWetrR/8ASx1uBN/Hy0zNridRHHzoBwfRfXrrSSl9ZfeTVB9P8xIOj9HXq8MyfbQFKPUAHDEdncble7fossJLFogWCPbjWN5Y+2tFFGbs0/xM62tJGQEy6/4Frlgc0aYOuddqfsvmMmAGVz5N4OgEnUBqdp8b6zwWrwKkDlC+JL7EP8hxAibMOagmglHVjmoMnab5IPuiZAujmYPflGPcKRgBqEzRJTx3q9GQiN51dPzHnwgIVUBnhZDz3g5e8+fHbdJ58Ccc6dz0f+5B1Ty+69ldXDz/8pV3l7fytQCvQCrQCMwoEoDKF7zjgtI0FytqoXS1Qum3gav2M3YNKOwiog1iDZYNpAGDAbuAPlAyeky/wYrqXsYMwg2/w4bfc2EE5wFQ3ZbVpkF6nj9U8Bv9AQ13aB3P6bFAeCABa+qQd4wgDb3VnAzXGIK4BDLFqaNd4yZgDOCY/GNBXgCSf9tI37RiXpB31pQ8G/PLqBy0z+FdXyusPgNB/Yyx9kk+6a9MmDelBw9Sd66jhtgDl2vXZ2E2/9c/16m82bWmXdtJcR6DFGEx5/wN9tbumWJ/0URn1ZtyY/5f/GQAyXjQm9dkIdKVtIbimiXI0px+YA5TjZ6aW6+MLS4FTBygfUl8ENwZPMkaIiiVKvoCQL1a+XMra80XIuS9e8m2CJ1/C7CM45TzpNQw8Cd1AjvPF2WSB2scaKFASkAnojGCU9OOEqXPbcK4v2k/5dz382PQukW/4pltWdOqtFWgFWoFWYD8KBKBMrzsuPAWg5ixQ7unaOIoXvlypQbTfWdYFcAAexs0AmTXBgFk+g92aT3osDQbH6pMfkDivey2XdsCDwfo6WFAOsKWfytT8rCjaTVtjffKKcw12x8q4ZvuYny6uU17Xkk2ZtJGw9iPtgCS7PAGzWsfYV3n0IXVGw1p3yicEULEYJW4u9L+p7Tker1c72mZdo7Hj2rb+KSeNJupMulB90utOP+cJHY/t1v76H6ubJRLQ0a+CZ83bxxemAgcBUIGfJYACUUypgKhCFEgKMKWOnAegRngarU8ViHIMmpbACSzJV0Pvl5oz5+/ykTkJC9Tce6Bi2VkCpMBM8m1zHtCpeZfq3zY+dcnvOkzde8tbfm8XSTtvK9AKtAKtwAYFAlAsUPsAKHW8rKyB+rU/Wp19cPez7/zU6lu/7dYjWaA2XEYnH1GBgMURi29djNWH1aq3VuBCUeDUAcp8YtYn4DO6Mq/WKHNh5QFAoCjWpUAUgJqDpxGgqtUowFTDJXCqeWodjpmPq3l51w+HG9guAAUugMW6NVBz74FKucDJCD453xZyNuVLO5vCtJt8qdf5T73t91csTzfedP+xNN71f9L5W4FWoBW4GBQIQJ20Bco07O+96ZPTvfyBB754MUjb11gUYLGZs+iVLH3YCpxXChwEQJmeB4RAUoWmeiwt83+XAEodsTwBLLCVvUJPhaFdj1OPcuo213YfZttNU/iO4oVvtEAFUABLIGUprHlzLBxhLU4xiQAAIABJREFUJ2mJT7hU76b4lFfvHR/78ur533H39M6n/sE9r+4r3dlWoBU4TxQIQJ2kBYo7c1YpANX38vPkg9HdbAVagbUKnDpAmZrHCgV4HFdoqsesU0ArQBSIigVqzvqUvBV6HO8KTfKnjhoed91T/jPbWKBOag3UHBQFYjbBzlJ6yi/BVdITJp8wdVr3xIvT1z/r367uv//RSNVhK9AKtAKtwB4VCECdlAXKg7C00ffyPf7juqpWoBU4VQUOAqCyvglIXXLJpYsQJT1QFIACXnPwJL3CTo4DT85zvC6s5XKcsrzj7Gv+8C5T+AIZm6bwje+BCrAIU8dSmLyBm6XzMX6pvm3jA1E/8i8/ffZ9T232P9V7RDfeCrQCF7ACgZuTsEC96X2fn+CJ5ekonvcuYNn70lqBVuA8V+AgAMr0PJYkFqZqdRqPA1oABkjVdVA5FgayKvAEehK3LTTJlzIJ1c+jzOit5jifhV2m8AUy1gHU3HugUm4TFCV9W+gZ86X8CFeJXwqT/03v+dPVZc+8ebJAnTnz1ePI2mVbgVagFWgF1igQgGKB8ruRl+keJbzrk5+bHFHwwnf199x91vIEnvb1sHHNpXRSK9AKtALnTIGDACje91iR1gEUyxTQ4iwCyICYWKHquidxcwAVEEqojm2OA00J1c3Xf3UVuo//1qFZoAJFI+wEcpbiU+6ooeke337dvdPap54rv49PVtfRCrQCrcCyAgEoD6684Db7z937mSMfszh9y3f+zPT6idve/dl2ALQsf6e0Aq3AearAQQAUSxMHEfZ1nviAljwBpFidjgJQgadNYcBJqF0vjvMehn1vmyxQJ7kGKjA0B0e7gpC6xnpyvhSm/Xc++JXJ6nTZM2/t9z3t+wPW9bUCrUArMKMAgPKC8utfds/KS273tf+DH/6J6dUTPYtgRvSOagVagfNegYMAKNYl1idwFE98S2uhrIOKlSkAlVB80ir4jMeBJvH1OPnm4sCTeG/JPompCCdhgRq98FWA2RaMtgGiANC2dS7le+2/+d3VZZf90uonb3l4r9Mjz/tvaV9AK9AKtAInpADHDr/0tk+ubv/n75lCx0fZX//We8+Wu+nVH53u4w1PJ/RP62pbgVbg1BU4CIB62tOeNnngMz0vADWuf8q5dVCm+wGagFPCwFMsVAGihBWM6nHSl0L1Sdv3uqf897fxwlfdmAMWELJuDdQ274EK+ASs5s6XYGcpPnUkHOtO/BhabHzFle+f3hHSP7r5ZHTYCrQCrcDJKuD3Jw8Fres96q6XKeu9iMd5N+LJXnHX3gq0Aq3A8RU4GIDK+qa4MjddL9BUQ1P8Mo0PMFV42tYCtQRKS/EA6id+4idWZ86cOb7iCzVsmsJXASrwsgmg9mWBCuwswVDi069dQ+ueXnDNHatnffPPtcvyhc9HR7cCrUArcBoKBK7S9nie+A5bgVagFbiYFDgYgAoYmaK3BE9ASlqm8c0BVKxPsRotQdFSfC2f43/4D//h6sEHHzyxz4UfpE1T+E5iDVTAZwmQdgUh9aTOhGPdiU+oDR6bnn75W3rd04l9wrriVqAVaAUOQ4FYqQ6jNxdPL4wzPvKRj6ze/e53r+68884nOcJ69NHPrz796U/39PmL5yPRV3pMBQ4CoJ761KdOYGQdlB0kLa2BEp9pfAGoWJ4SVniqxxWaxvjA0hia6nffffedneJwTL0Xi28CqKNYoMb3QFWY2QRHAZwKRfW4povfVN9Suvc9eVmudU895WPx49EJrUAr0AqcUwX+4o//ePXn/+7f7n3/4mtfu/ryf/pP5/RaurHVNIZ5+9vfPi2BMIb67d/+7bOy+O39J//kn0wPp3/zgx88G98HrUArsKzAwQAU61IAijVqDqACVqb7mcYXYKrhCEABpbn4beLe/OY3r87Fi1x3mcIXYFk3hW+b90Cpp0LReL4EPUvxKV/DEbRq2m33fWEFDHl9evjhLy1/SjulFWgFWoFW4JwpAJ7+4vu+b7V60Yum8Kvf+/dWdnFHPVZudfnl094Adc7+lU9q6I1vfOO01pw1KlsDVJTosBXYXoGDAahYlkAUQJoDqKyFAlLyVXDK8TZQtG2ek173VP9N58ICFZgRLkFQ4gM6KZPzMUz6NnXWuq178qLFK6785V73VD8IfdwKtAKtwCkqAJ6+/KpXrf7Xd33XZCn68sc/vtrL/qpXnQWoP/ut3zzFK7y4m77tttueBFAU8W5LSxVMseytFWgFNitwMAAVT3wBqMDSUsgE7f1PYCjwJNwWjmq+uXI/+IM/eCLve1r6l2yyQJ2LNVCBo4DOrqHyFahS3xiv3pte8/A0dY+73N5agVagFWgFTl8Bg2dT7MDT59/zntUXHnror/ZPfnL1Bbu4HNdwLv6hhyb4+tL/8/+sHnv2sycLlnBXgLJ+Z9yzlkp8Nsfia1zSEkpjcTGzZAkW5EkdCZVfOk7dS2Hqq+Fc/+fKK6Ov9tr+Ul7XZj3T0rUBKOOnaoGq9Y7HzrNr0/EmjeWr16eM/n/2f3524zXMXVfHtQKHqMDBAJR1UKbuAShf7iVwSny89lV4mgOhCkrbHr/iFa9Y3XXXXef0i34SFqijeOELAFX4GQGonifftrCl/pt//r+tvvaSm1feFbJ0kz/EL0v3qRVoBVqBC1UB92LwZNoeePrzT31qHpQqNG1xDJ5WL3j+VPefvPnNE0jtClAf+MAHJk+4t9566/Rg07nfaGt6AAHnB3bOEcSL+5Vf+ZVp0F7/XzzpipfP7tUkzg3ssxnsc7Rgqpv2br/99rPwol1x0pTb5vdLfdZRW2Nk1z/1K6+f9jknVcp96EMfmtpPf/VFnLRxe+ihh6a86o02QkBVN+0ZPwWg0s5P//RPr17zmtesPvaxj53N7vh1r3vdFK9d66P0RRuWN0gf+/LII380/V/8b+TTZ/1wrP5eY3VW3j44zxU4KIDK1LwRoJam84EtbsyBUQWpnK8DpuSveTmZAE9uquNN5yT/z25AuwAUaAEs69ZA7fIeqF0haAmWUk/CEcacm7p31XPfO731vtc9neSnqutuBVqBVmB7BSbQedGLJqcRpuzNWpm2AKaz5R56aKoLPJkS+Mf/+TdWf3L77UcCKHD0wz/8w9PAX2hALo4jhMxEAQYG+eIN3o0PgErd/LYbXwAaA31A5P2TICG/+X6PAQ1A8FDXmID1xAYGeAEGUXPwUNvKsfrADXh4ylOeMo1Vfv03fn1qQ/9/4Ad+YOpDBQtl7r777qlt16qvrkt/9cf1yZNNfzN2kU9+/fuxH/uxCdpybfKPACVOfgBlrAV0spnWBxY9uKa7NNfy8Y9/fGqPky15stFJm2bwaF+/brzxxumalVFXvc6U67AVOB8VOCiA8iV1c9rkyjxWKDfCvFR3HSzVtIBTwqQFntxIT/J9T0sfkk1T+I7ihW8XC9Qc7AChMT5wlDDpwiWwSnzWPT37eXe004ilD0LHtwKtQCtwDhUwEOdtj+VJ+IRpe3UK347HrFjgieMJ8HTmAx9YHdUCRQ6DdwN8A/1YfvTdYB3osIxkY1EyjvjH//gfJ2oK1WHQH4uPeqx1NpYABnUDA0BJPUBMurzaSfs1/6ZjbRu7gLi6feITn5hgz1gklrDEudYKSo6NUcAhQLEp88pXvnJ6kJzyqR+EuTZtZ5sDKGnyskzVvOJZqtRBt1q/vskfLZPX/6LW4ZiG4E//6/WkTx22AuejAgcFUG6Ovqi+bL6EbjZL1idpmcYXCKpQ5Fh84pbOA05uQJ6weEpyrjc3lE0WqJNYAxUICuAcN5wDrgpY3/+6D09T9974xgf6JnquP2TdXivQCrQCMwpM8HT55ZNlaHIx/qpXTdPtHB91Z3ECZDzv/eF73zvB0wRQR7RA6TaIMUulWpX8drJ4GDPU327wI847HMfN+iDwwQpkD4BVt94pw3KT+tU1Wn6Sb5sQSBjX1P4rpw1jD2OdXAPIkld748Z6ZskDa5gtgAMWRzhhjTJOco3ZAJRxVqbwJX4JoOgiv+mHtX5waRwG9rKxAI4ABTiV1+/eWoELSYGDAyhfdjc+oS9n9gpSbqLiM+Uv0/gCUjVcAid5Ak9MzG6OnpCc1rYJoI5igRrfA1VhJrCUuMDUeD7GJz1h0lPfUvhTb/v9aeqedU/1Jnxaene7rUAr0Apc7AqwpLAQxcGD433s4Emdf/COd5yFp30AlMG5KW3Z9B/gsMhUS0gAyvS4uhns+70HLOAJSJlap94RKFJOveo3JonVJ2m7hEsA5fcQjJjelzEIK5Mxzghb2jMFTl55bMBEXtax8bfVbBrXZrwTq9muFigAZUymj7X+OYCKNcx4yrRA7Tv2gBq49tYKXEgKHBRA/f/t3W/sZmV95/F9yIPGmIUQMHUbUhITiWblieiurW15MKWdTcYltUJiYjoroXFDW1NTH8hGGzKJ7j6YVVaIUdoMFru16jqCg2Rt2dHBRMOGAp02YKHbgCXVkmDFtUbO5nXY73DN4b5/95/fff/u87t/nys5c50/19/3Ob97vp/zva7rWInPH3sroFrhVGKqjb3ZaIfxtYLJj0brgaprhBN3tB9Smx9Zb3z86G4qLDKEj2ghVHaaAzXPd6CmiZ1lz5eYGsafOv1cL57edChD9zb1fKXeEAiBEJhEgJfJqnvmJ/3dyZP9AhIvi//4j1+6NmOfx+m7R9/d/ejfvKXPQzj12+nTuxrCR0ywD3hKKjDodxJQjPcKvDFsAC9ciSJ5bebllIBi9LfD1HiH2Aa8L23eKnOReJqAUgcPUeuBInK8IC4vU1sPAckDVUMBeX3YQURhK3DkMexQ31oOywgo5c8joIgk5eNlDllt2CeEwLYRGIWA8jbFD4KNOCKg/MGWp6kVTMN9b4Xqo7qt56kVT3W+hJO3ISWciCd/7MPxz3t9o/fCA1XCZug9cn54ro4rrrzDuK5PE11/cvZH/YdyL3vNx/thinvNNfWFQAiEQAhMJ1ACimha1UZA/dMv/8qLHqjTp1+aA7WLIXwlQFoPFMFAOMzjgSrhwcCvwCtTHijeHyKtvExeqBIAhIN9nhgLTrAdCK1Fg/azX4aiyLA9Ng+7pMRbzYEyLI/AqlDtbedAWcTBAhJeJA/bpU62lLiCPjk39LhNG8JXQwTnEVDqxxNLosnGC6UPQ3FX7UkcAvuVwCgEVIknHihvYfxxzxJQJa7EfnxqJZ4SS2KCqTY/MCWcSjx5K+MHavhDsombOcsDteo5UNMEz7LnhyKMsLL99oef7C655M4u85428VSlzhAIgRDYmQABZa6S4XbnCajh8ZwCq/VAtfOfLCRhvtUy34EiKGqeEAPdC0+ihqFOOHiRShgw1gkKc4d4XrxclYbwkIcA4knigZKOaOD9YW94kUokuOY8+0AZtTgFASANO4U9QZCV4NmZ8ItXiRj2jfq1SV5ijV3CTinhJrW6lM+O0S/CxMbrJD+hV0PypCfClINN2zf5edhq+BxvFfuHkNNXTNQljyGAzvPoORbUKR0OymIrqVc5RvFgofzyMLkn5RFkk/H22fRPOvcnIQS2hcCoBBQh5QfGj6EfNH+0Q4+TY6Kp3aT3w9iKJn/ctmnCyY+jH2Q/RO0bnk3d2HV4oKatwldepPIeTTsenq/0Fdf1aaLr2Oee6i6+9Lb+e09jYLype5t6QyAEQmCsBM55oJYUTOeJrv8vsoYeqBrGt+wy5kQMccDIt5n3wxjnTapzxA0hQRRYIa7OEyAldAgx16Rl0BM1JUyUTxiU50l+L1jNOSIybLxH1Q7CooTDPPdWXWwa7SGE5NcOfZgkLNSnvdpZfZFHH10bhupHpdVP87xKaMkz5OW68/hWPnGJRjy00Tn91n98huWUSBUTpOwr6W3sLLaYF932S8wN25/jENhvBEYnoGoe1DQBVcJpKKS4tAkob2FaT1N5mwzVs/nD9gfuD7neWG36pvkBW0RAES5Ey05zoGZ9B2qa6Fn2fImpis17sly5eU+PPPKDTSNO/SEQAiEQAhMITPVATfM4zSG0ag5UeaD6Zcx3OQdqQtOXOuX/Wy/02mFlztnWGUpAeWkrDNswre5J7d0pLcFE5Ky7P8M2EIG8Y0ReW3e1X/+JqNbTNiwjxyGwnwiMUkARSbMEVAkpMTElvT9egolIsrWiqYRTiScr2JSbegw3bNYQvmVW4duNB2roZSph1MaVRlzCy3XC7tdv+Ovu8tf+UXfmzLPn/ZiOgXXaEAIhEAIh8CKBuTxQ00TTlPOr9kDt93tF1PA6sVd2sxT6mDkYEuklNq8Tj18roohF/TdSiIcwIQS2gcAoBRRBZFiezf5wa8VTCSiucX+cvE9EUrmRh8LJ+Fwuaa7pcm1v+kb6oZnlgdovc6CIqXcd+9+Z97Tphyr1h0AIhMAcBBb2QE3zTDXnJ3mgeKHq+1A/3MD3FudAsZYk/n83VM4LXR4Ytomhbq3AWEvFGyiUd0n/eKH00ZwptpbRPl5u15DBDTQtVYbAygmMUkDVPCgCatI8qKGAksY5XiiTFYkmQ/TazVhmm7cjXMljG4c7S0At44Ga9h2o8iKVB2nWcaUbxpWv9T59/Cv/0Huejlx3b/fMMz9e+QObAkMgBEIgBFZHYKoHaop3adKcp+G5oQeKeFKPpc2f++IXt1I8TLsjhBKvCyFhJT+iohZvmJZnP59nWxFSxJK5amJ95qHaRtG4n+9V2r47AqMVUETRJAE1FE/tcXmhvOnhabK1wol4MvnRZMuxhUWG8BEuRMtOc6CG34H6ytMvnFuqvATPquJqz2ce+mF31S+d6n7+zd/oHn/8+bEhTntCIARCIAQGBNbtgfrO6dO9eOredFX3/Mc+Nqg9hyEQAiGwPwmMSkBZQMJKfOIaxjf0QLWCabgvDxe5lffK20Q01bbTCjabvn3r8EC1c6DuebrrSuiU50hcXqU6Nzyu88O40rUi7Nob7u0uefXNHTGYN02bfqJSfwiEQAjMJjDVA9UMyTvnYZrTK3XOA3XyZC+aeJ76JczXvFDD7N4mRQiEQAishsBGBRSXrmF39R2oigkow/iIp6GAIpKGwkmaOmffXCjjcEs4EVOW4eROtjrNGMMsD9Qq5kCV6CGGWuGzm2N5ecJu/sRf9uIp33sa49OVNoVACITAZAK79kBNEFU1B0rZ3Vvf2ouof/7OdyY3IGdDIARCYB8S2KiAsuwlj1EJp4pbAWUYH3HULiRRYmkYl9iSx2owhvCViDLviWAba1iHB2o4B6oVSvZra4WVc3U8La58JcJuv+/73WWv+Xj3trd9enRzy8Z6v9OuEAiBEBgDgYU8UJO8UhPOWSzCB3N5nuyPZcGmMfBOG0IgBLaDwMYF1E4eKAKpvEvleaq4FU+VptI79l0oK/IRUVaAGfOkTcPdFhFQBAzxssgcqBI9lXe3MXFlXtUfnHm+/9bT69/4iXzvaTt+E9KLEAiBA0SAgCJ0eI2IHfFwv85NOj8pzz/98q903aWX9uXF83SAHqZ0NQQOEIGNC6ihB4r3qTxQxBIx1AqkVji1+5WmYl6ot/zcL/Rzoca0ZPm0Z2vWEL5lVuFr50C1i0gQT+VdKmE1PK7zw7hNR8Bd97vf6i6+9Lbuzk//9bSu5XwIhEAIhMBICVgV759/4zf6jRiy38bt/vDatOMXfvVXux//+ju6//vtb4+012lWCIRACOyOwEYF1E5zoIioeQVUiabWAyUvL5Svfvuo25jDPB6oRedAnXrs2e6Dn3yiu+iiB7qPfvm5frheiZ8aerdsXOUQaK961T1d5j2N+elK20IgBEJgOgH//xhit8qN1ymep+nMcyUEQmD/E9iogJo1B8pCEq0oaj1Ok/YJqdp4oHww98knn9wXK8ItMoSvhM9OQ/gIqGU9UCWQKuaFqjrLI+V7TzXvKd972v8/BOlBCIRACIRACIRACITAfAQ2KqAmeaBqCN9wGB/BNGn+UyukSjw554O6Pt62XyavLjKErwTNTgJq+B0oeUoQlRhaNK4y/uTsj7qrf+1Ud8WVX+rOnHl2victqUIgBEIgBEJglwT8n+7FqO85LvO5DHnK6zbMP+38Lpuc7HtAYF33btIzMjy3B91LFSMksFEBNfRAteJpKKBqmN4sEUU8Wcb81KlT+2pFuHV4oOZZha9EVXmWhsd1vsRWzXu65JI7++89jfCZTpNCIARCIAR2SYBQ8X+07W+ee3qp/cpXsbK+9o9f68tbxgi1GJRPkvg0ie89njx5cqFenj17ts/LRvBdyHrBapi/ESuHDh3qyx/r504W6uwBSew5+uqffbV/Hty/+++/f2U99xLe83bTTTd17373u/tFyRzbbrnllu6uu+7qPFO7eV7UoSxlWjVa7Fk8ceJE94Mf/HBiX7w8OHbs2MvymLJSf1ccFLfffvu5laiV61M+dX1iwTm5EIFRCChiyRLmkwTUosP4LErhofn7J55ZCMSmE8/yQC06B2onDxRRVIJonrhEldi8Kh/LveH3vjX1j3vTLFN/CIRACITA7gh87ImPdUe+dWSl21vOvKV73ddf1/3ptz+/sCFH5Fx//fW9Qfjwww/3i0QxCksEzdNbZTAyrf7LIC7DVxmMS/OmfQJlzJ88maefY03DeH/wwQcXumez+qJMgoII8YLdJ2tmBXkeeuihPt9OaZXruSDWL7jggv7ZI9Bsd999d29reiZ9d5S4XyaogwA0akodxJpjz/g0seO5/drp0/1LALazBdO8TGjbQHxZQM1K1OziO+64Y9SrUS/DbtN5Ni6gahnzoXgqDxQB5Y+iHZ7XDtsb7ntYPHiL/Khu+iaofy88UCWESjSVd0lc1+rc8Nh5854M27vm7d/oMu9pDE9N2hACIRACqyXg/04Ch9j5nbO/05347p0r2ZRFPNl4oRYN3tSzFxi0guPWYJy3PCLqmmuuOU9AycvgZLweOXJk9AtPzdvXsaUz9JL38Nlnn1t504gFzwev0KzgXvPyzOPBJGKOHz/ev+SfJM4IcnYokeXZWiaow8sAAkp58wZilK2s7mneKlw819PE2Lx1Jd3LCWxcQFHGk8TTMgLKmwAPy7QH6eXdH8cZD/YiAoqYIYIWnQPVCqUSSCWmZsXmPRFOvvdk3lP+GMfx7KQVIRACIbBKAvf+n/95Tjz9+Qunu1VsRBhBVh6oZQQU4cRe8H/8bgIj9/DhwxFQu4G4ZF6jg3yfszx/SxYzMduiAopgmUessHUIKOJmkoAyLJUHyMt+nqNlgjqWEVC8aPMIKEMDY7Mtc2d2zjMKATVp+F6JKg+lrTxQNRdq6HkyptnDvd+G7tXtmTWEb5XfgSqxVCJqmteprkvve08XXvyb/fee8odYdy1xCIRACGwPgXWJp+v+4h39UMDff+L3z3mg5v1/RDrDnBjfPAz+n+d5Yri6Zp8haS5KjTzh4Xj00Uf74WLDlXjnFVBVby1YIa7yxZPOL/Ik9PPBTp/uvSCGhOnjkIm2EgbEo3jo4dAO/eaJwKHabHiXc61QcU2bsTJKx4tm5fHkKVt7JoXKRxxoh/qG7ZSv0kljeJsyy9OkHc4bImmekrYpZ1Kfa0ib9DsNY6u266t+qa+ej0n9aM/p+6ICip3q2Rv2HXf9Uje2k4K2aqe5+Xi390V6ZUZATSI37nOjEFAlloZxiScxwVQiaiieLFluQqgHuX7gxo39/Nb545nlgdrtHCgf0i3hVB6seeJ7nu6643/6TPfTl/1h5j2df9tyFAIhEAJbQ4BXyJwnYmcVXidl8Dwpj+fprrP/vd8WHcLH2DSh3ggTtgAPhuFXjHSGsLkvPFOG3jG+Bcb00aNHe6NW2nZUCmN2mgfKXJYawsf4N2/E8ChGv6FnNTdKPY6Vo/xp4mPSw9H/f3/fff2wKlMOLAYgNieL6BOkYWjrm+3WW2/t09nXN9cF9crLgMen5uXwmNx44439nJ1qM9vIeS+beUx4X/TPOR4KvIYCAHtD4qqd7Cz7wwUOsHIOP2Xpk/LsY6Uv+mc6BqHhPG6tINE+Q+oMN9NP7VIX4VxCTJ+lI+bkt2mTNPbZgsqcFXYjoJSNv03ftNXzpw11X6p+x/quvwRSsZanntUqLwKqqO2feBQCqvVA+YEsIdUKqGnzoIgqP2T+8Nsfyf1zC15s6SwBtYwHql2FjxBqh/CV12nSufI8ufap08/1856OXHdv5j3tt4cq7Q2BEAiBOQic/auHe6GzTvH05b+9r7MwRQmoobE5rZnSEQoMdAYyg57xSQi5xpNB9BAFZZSWx0N6RnhrG+wkoNo5UMpWHjHAFmGoV5sZ8cQHkbDonGvCheAhirRF4G1hyzDCBSLJPC3H1Xaxvusrb4agHWwfAk9fGejarJ28Wgx77RSc46lhL+kPLgSbMpxXhv5XfdLLW2LLsa08Sbwp1QZs9IkAUp50BA2xpC/K5HUi3tSjXnWWuFOO8pShzqpLHvXXOenUUemKnz6rT7/mFVDSLzqEz0IPngd561nBkaDT72HwbOovAVUiUFuV4z60rCOghvTGfzwKAVWCSdyKpnafgOJ58iPRDuOrty71cI4f+eQWLjKEj7DhTVpkDlTrgSpP1Ky4vvdk1T0CLyEEQiAEQmC7CJTniZfIEDsiZxVbeZ6URTwNBdSiFBnu/v8fzjNhuDJiGdWM0woMdAJiEQHVeqDacpRNLNXQK4ZveYMq3TwxIVhir/Va2Wf4azPxoM3ERwmEKpvgIELYPWXzaAsvmfRG4VRQlrQMfWVWINzYVu0CCsqQTvpql7rwY+yrC2fptImoYfAL6lQ3j5frFQhLgq/6oFweO6scFsdKW2W6Zr/qUq/69U8e91fddVz5xQQY27AVUMohYgixdisPJeFHgLbX7BcD5WJHmJoDhR2u+ux59ExgRoi1jOVTt+cJG22oPomJMM9U3S95ZwkoaTBo69FWdjMeLfuWi74O32N3AAAZBklEQVQScG2+9nr2lycwOgG1k5gioloBVW8hPIT7/eFYhwfqA7c91V100QPdR7/43Y6AGnqbWk+Ta+114uo//peHule96p5+3tPyj1hyhkAIhEAIjJEAo+u3Hn1pdTzeoVroYbexsgiyEk/mVxnG57z9RQMDeScBxbCeJqAYrRUY6NOG8JVXoYx+edgWDGfGOa+OIGbwDoVA1TEtZvAyqImCaQYve4ZtwzBv261MeeR1vYb7OUdQ6X9r+GOhDEZ+2UdiYkBfGNYV1KPvyi2GBAKbiyeM948XqDb1ER+CYYPEhXJ3CtqmrEkCChd18dYM69J+3hqsiecSMsO6SmATbRXUSTwQrbWp3777oL913F4nLofM2KatOFMHVp4lQrPEUNXtmnvimeVJLHZibcKQGBPUNUtASYtN+9wQfxFQRXzv440KqHrD0Yqmdr/1QNn3B+YP3wPp4fcH6w+vfaD2HuFqapzlgdrtHKihOHI8zQPl2rHPPdVdfOlt3dEbzrzsR3w1PU4pIRACIRACmyTAKCWg1uV9IpiIpRJR7RC+RftdBvJee6C0k3HMGGbME1cElbkti4YSUDwGQ3FUZRFGDPKdBJTrjGfBPVTeNAFl7lFbF7uJDTUUUEMvHsHK7tJnHhQepdocl8gkKoiaGn5Y/RjGQwFFNCiH/YYl+878tkl1ESPSl1ibVFc9H63Ikce9q3ZXrD4eMyyG9UnTDi1Uhvutj23Z+qfthCe7dfhcajOB5l6571W3uIYw1n1RxywBpfyhN5Wowo0ILI/kkLt87fDT4fUcL09gowLKH5SHqxVNtV/iyXHttwLKGwlvgRZ9A7Q8qvXmXIcHqp0DxQPVepym7RNPd3z9mX658rde8/nu8cefP/cmZr0EUnoIhEAIhMBeE+AlsngEkUPsrGIrUTYUUOWBMmyQ0bhIYNB7ccpQbgMjlD1AQJSh7TojVfqh0TnLA8UYLXFQ9ZSBqzzGO8N7mKbS7hQzeAkj2zA/A1ibxbwT6hqmccxLw5OjrwIjfpaAalnPK6CUzz7TljL0q2/qLO+JNrPN3INhOjZeiRH77RA+aRn2ypGG2Jjkmau69IHYIf6IlmFd7RC+tr/V5jZWJsGyyByoSavwaYN+E1c8S4K62aWuEZ/uY7GqNkjjXNmvjncSUK6bd8Vz1Qb9wBQ7bCYF7RqKu0npcm5xAqMQUARSCac2LuHUxqW2vYnwAHqw9nvQh0UEVHmPFpkDJU/lmxYTVeY9/fv/8I3OohWZ97Tfn6y0PwRCIASmE2DklYDy8dxViCdlTBNQy3qg/B9pWBXjmaE8DEQNY7+GUUlvKBfbgbFdhqp8DHkihLejfWsvDa8Eg1SaYeA5YAyrZ+iJGKaddqxdDFrlGI7lWBArU5vt66s0dVxpnGcsS1t5S3A53wpI9hFRqZ8lNuQhWozksRBFlaHv5usoo4x913he9Je9VWmVRXgUA0Y8kSodr1alU6a+lqfOMYFEPBJMxCBBUKyVpwx5qgyx+60d6rVpf9VVnLWBwCByWq51fRgrZx4Bpf6qk0iq4YFt+8xncs1z5rz+1JwoXkL3QD/1X5DGs6S91Xd1SFNeLmlq0zdsPA/6Pgz1rLimnArye9mgnhKxdS3xaghsVEC5qf4QWtHU7rfCqvY9jB5iP5Ttw7IaHJsrZdYQvmVW4RvOgWq9TiWoxHVebN7TJa/+SHf8+CPnfsQ2RyU1h0AIhEAIrJPAUEAt6omq9G08TUCVB4rIWiR4g04IMCKJHEZy+/8/g5TniDHL2Gcj8LSwL4gC+4QGccDQdI4hX+ddY6Q755o0Q+8Pg5SRq57dGKQMYoKPmNBebSUa1F8GtTTOM8qdZ0CLHbcCQTuUod36ap8nQj8JBOfYTMpXtrzaj6OyjOLRz+q788ooEYULRphXO8oDVx4w97Hq43GRTtsrVoaAH2HBe4av6+191GftVIbr+lx18XJV0A/XiTb1uN/y6Q9hqPxW8FW+NlbXPALKc6Uu86OId8+gNrV9NzxPnZ4bYkZbxCWAiBjDKAkZ7dVnZWIvDZHl2D1k59b8MtwtVELYuo/qn+Qxq2eFF1J63Op5cVwCtu1/9ldDYPQCygNVmwfIg+aBKDW/GgybLcUf0SwP1KJzoE499mz3wU8+8eIiEl9+rvc+TfM8lZgy74l4uvaGe7diXtlm72pqD4EQCIHxEyB22iF8hNCiG0HU5pkmoJb1QPn/ntHKeLZNEjfOMWYZpl6wOuYRsTHw/T9LdBEdVZb9MnSlH55v7550jN9JRmybbp59ZelHtVf7GMLOt0GbiAd9Ysw7btPY14fiYl85+lnnipe08rfncR2eV0YrTquOYVvbdtqXB79ibr8tRxplVZpJL8GrLURF3cdJtl7VxRa06ZNyedW0Ux92CvMKKOlaXsWy7Zc2O0+0sE95zOSr4Lo+ELaT7qO02qv91Q+xc3Vc19pyq3yxOqSv+U7El/tAvLqWsB4CGxVQHg7KepbXqQQUJU7N//0TL3evrwfP3pU6S0Ct2gNVXqcST39w5vnuyjd/s/vFw1/p5z3tXc9TUwiEQAiEwKYIlAeK8dWKoFYUTdqvcxXLW/vTBNSyHqhNsGEk8yTgwgglcnigGLMJ+5sAIcI74/4mhMCyBDYqoCjmnQQUYUU8iYknbyzqTdKyHR5rvkWG8JUnaZE5UO0iEsPV92re02Wv+XjmPY31AUm7QiAEQmDFBIiEElDmQJWAKiHUiqLhfqWtuM0zTUCpyzLmFpEYe/CC19AtQ8rYHoac1dCssbc97duZAEHMI+QeJ4TAsgRGL6CIJ2NDubH92Leu02U7PcZ86/BAtavw3fN0d94iEuV5Ev/Wf3uyH7r3nz78+NbyHeM9T5tCIARCYNMEWgHViqChYGqv1f4wrjyTBBTvk+XSXZs2FGnTLNr6GdnmrHh5a74M8bSt9kfb7+yHQAjMR2CjAmo4hK+8Te2QPpMCjTn2g7vNYzlneaAWnQN192Pfe9kcqBq2VzFP1Ee//Fx3xZVf6r/3tB/+U5vvsU6qEAiBEAiBeQgQNMM5UCWMShBN8jK1adp05nkMBVQrnszD2U/BSJnh3KP91P60NQRCYD0ERiOgap5TK56cMxmOYe/NzzYLqHV4oIar8NXQv/I+feahH/bfe3r9Gz/RPfLID7aa73r+fFJqCIRACOxvAuWB2mkOVCuQdtqva62AMjTwur94R7/9zXMvfhB1fxNL60MgBEKg60YhoIaepzo2/tgKK9vufSIMFxFQJYR2mgM1aRW+8jzJb97Tdb/7re7iS2/reL+2WZzmDz0EQiAEQuDlBLyYLAHVzoEihGprPU3tfomlSelaAUU88XARTwkhEAIhsC0ENiqg2kUkSjTxQPkYmsUlrKe/bUuWT3twZg3hW8UqfCW8LCiReU/T7kTOh0AIhMDBIdAKKAKpRFLF04TStOvSE1AWiyCcbLVoRF7UHZznKj0NgW0nMBoBRTiViDLvydA9Y6m3ccny4UM1jwdqOAeqvEiXv/bPu7de8/nunr/6Xnfy7EvbtDlQxNN/Pfl33eWv/aPubW/7dPfMMz8eNifHIRACIRACB4BAeaAs7mCe0qq2ElDKLfF0AHCmiyEQAgeIwOgEFBHlq9e+JO1jagdl1ZtlhvDxIv3UT/27XkARTK2AMoSvXYWPcCK6zHt606HPdDxa5j0lhEAIhEAIHFwC9XFbniKCp7xGu9nnfbIZFhiv08F9ttLzENhmAhsVUMNV+AzdO3ToUL90qAmtvqJ8UMIiQ/gIoWOfe6r3Il148W/O5YEioMyZuuH9j/er7mXe00F5stLPEAiBEJhMgLgxN4mXaNJmmN4y53myTnz3zgPzAnQy3ZwNgRDYZgKjEVA17+nEiRPnhu4dpDdXi3igeJH+9Rs/028XXvTiEL5JHqjhKnw8Vv/ywpu7G37vW9v8TKdvIRACIRACCxDwf+1wa7O31+Y5v+2r5rYMsh8CIXAwCYxGQJn3dOzYsX7o3qMPnz1wbv9pHqj/8eg/dLZaRMLqedfecG93yatv7lfP+/k3f2OiB2q4Ct+nTj/XC64j1917oDx7B/PPOr0OgRAIgRAIgRAIgRBYF4HRCKijR492n/3sZ7sHHnig+/73v7+u/o623Hk9ULxIP33ZH3bHjz/SLwBRAurux5592Ryo8kAZ7nfN27/RD93LvKfRPgJpWAiEQAiEQAiEQAiEwD4gsFEBZRnzK664ojt8+HA/7+m+++47EKvuDZ8LwyOmCSir65UHyop7l73m4x0vUn0b6yUB9fJFJD74ySe6iy56oPvFw1/pv/dEdKkrIQRCIARCIARCIARCIARCYDkCGxVQFpHwsdxbb721O3nyZGfo3kENNYSPt4hguuPrz5wXv+7f3tyvuPf6N36iXz2PEDLOvATUpDy//eEnuwsv+s/n5j1FPB3Upyv9DoEQCIEQCIEQCIEQWBWBjQooXpS77rqr3752+vSBXbGnPFCXXHJnd9Uvnequ/rXzNx4ky5VbAKJdPU8+Asp8qGEexxaakC/fe1rVn0vKCYEQCIEQCIEQCIEQOOgENiqgCICzZ8/2C0cYzneQw5kzz/bi6Yorv9Rd+eZv9vOVKnaOJ+noDWfOE5k8UJYlJ5QM7yOmKpbHZr7Uff/rsQzdO8gPV/oeAiEQAiEQAiEQAiGwMgIbF1CPPfZY9+STT66sQ/u1IGLymWd+3G88c8P922772/7csH9ElLTy+G5W7YstGGFulTQJIRACIRACIRACIRACIRACuyewcQH1vX/8Xgz83d/HlBACIRACIRACIRACIRACIbAHBDYqoPSP5yUhBEIgBEIgBEIgBEIgBEIgBPYDgY0LqP0AKW0MgRAIgRAIgRAIgRAIgRAIAQQioBZ4Dp566unujjvu6D7wgQ/0H/0176gNPgD8hS98ob9uaXbLtE8Lrvlw8DoWz9Au39TSTu01x6z19JkT9c1vfrM7duxYd/z48e6hhx6aOoxS2rvvvrtPM60vqziPrXosZ29Y5zBga8VGc+YSQiAEQiAEQiAEQiAEQmBTBCKg5iTPcH/Xu97V/auf+Znuggsu6C688KLuQx/6UL94gyIs4ECw+DDwK17xij7NO9/5zo4wGAZiRt6rrnrTygXBsB3aefXVV5+rR91Elbpf+cpX9m3V5lOnTg2b2R9/9c++2l3+s5f3eSYm2OVJYo8wwo54IuaGwlQVrmE/rZ27bEayh0AIhEAIhEAIhEAIhMBcBCKg5sDE+8GjxGNEED388MPd4cOHu0svvbS7//77+xJck4a3R5qbbrqpFyfOtd4fieUhatYhoAgenqVa3dA+ofT+97+/b6fzxAoPFC/YiRMnetGnPUPh4vp73vOeXgxKt+qgPu07dOhQ355p5WNKvOIdATWNUs6HQAiEQAiEQAiEQAjsBYEIqDkoG1LGA9IKIYY8z40he86LCa0KhAqBxNPU5iMGDJsjaN7yc79wzjNU+SomLpQ5aRigsh944IHzypVPHh8kbr1ehghqB8GnHYSTb29VMETvxhtv7L077XBCZRFNt99+e+9tmyaglPnggw/2W5VZMR6GEk4akieNMnm39HNa0D4i9CMf+UifNgJqGqmcD4EQCIEQCIEQCIEQ2AsCEVBzUCYSCIo2EA0EEMEiEAutUCJ8jhw50guQOk8MGK7GA1XD6IihSUFaQosAGwoz3phJomNSO53TDl4nYdgP59QhTXut2khwGQY4TUDJT8y9973v7R599NG+jqqnhE/b/kpA5F1zzTW996m8doRWsap0BJO6tYfYioAqMolDIARCIARCIARCIAQ2QSACaknqhuzxIk0SB4oksAx/awUSscWjQxyJd/JAKcN8pltuuaX3wBA3RBkhRHwpY55AnFx77bUTPUTya792tgKJuNE+eXmrZgkoogcPnizpHStPW6d5nywYoVxDHQ3j08a3v/3tfTnVN2URkTxjRFoE1Dx3PGlCIARCIARCIARCIATWSSACagm6hIwhZUTSpEDsEDm8ROVRIUp4ZGp43SwPVJWrLgJDXp4i+VpPUaWbFBMihE3bjmG6EnUlBEvcmUsl8CrNElDSVb6jR4/2ood4qr4O63SsP8o1xE9QP7FEJPE26aM09gXtjIDqUeSfEAiBEAiBEAiBEAiBDRKIgFoQPkOfIDG0rcRRW4RzxIehZuVJERMHhu8RFTYCzNwkwoCHZVJZVa5FK97whjf0Q97aeUp1fVKsPOKDgJomuHjHCDIirQJBQ7DVsDp9sQhFeYKqT5W+jdVjeKF+lQBrr7f7xJE+qacCLjVvzJyzaof2YU5A8Ww53qkdVV7iEAiBEAiBEAiBEAiBEFg1gQioBYgSCAz7dgEHQqWMefsEkeFprWghDHhkDFO7/vrr+6FqhAIPjMUdXKsyhs1RDpFjqJshcsreSWxVft4x4qk8S87LV3kJlxJ0lUdMKJkPpZ0285Qs26696m/nObX5lEt86aMhgQRiW3eb1j6Bqcy2PEMW5X/f+97Xt6N4aYdVAi0Pb9ij663wGpad4xAIgRAIgRAIgRAIgRBYF4EIqDnJEjg8OjwrJULEBEAZ875hRGARAhVc40ESpK/NHCMCop0jVXkqVifxZOger4s5QcRD24ZK28bSaUc7/4iIK7FSHp1qt7zETutVqz5q+zxD+IhK3ieM9J+A4mWaJgy1hzjTvwraRVDWfKxi5XqG8BWlxCEQAiEQAiEQAiEQApskEAE1B32GPG+OIWdEDy+IzT5vC6HC48NLIo240vDmTBJJswRU1cnz1AodQoJHRjwpEE9EiHZUG8S8OQQScaPNlmBvr2uzPg7DPAJKnVbh41Uq4WWoIc8aMTRNRBF52kV0EVSY6C8hNQwRUEMiOQ6BEAiBEAiBEAiBENgEgX+xiUr3W53EgOFrrTAiPnwAthZoMF9neF0anphJAoLYIBYIh0mB0DGcrrxGlYZA4YGaJEzKYzWpHQQOL5O8BJa2tekIGW0pAVT1EW+u1WIPdb5i6Qmh4lDnxcobzrFqr8vLc8XDRhQSUJPEkzyEHA8XEZgQAiEQAiEQAiEQAiEQApsiEAE1J/mhsBhmm3V9mD7HLxHALvxe4pG9EAiBEAiBEAiBEAiB8RKIgBrvvUnLQiAEQiAEQiAEQiAEQiAERkYgAmpkNyTNCYEQCIEQCIEQCIEQCIEQGC+BCKjx3pu0LARCIARCIARCIARCIARCYGQEIqBGdkPSnBAIgRAIgRAIgRAIgRAIgfESiIAa771Jy0IgBEIgBEIgBEIgBEIgBEZGIAJqZDckzQmBEAiBEAiBEAiBEAiBEBgvgQio8d6btCwEQiAEQiAEQiAEQiAEQmBkBCKgRnZD0pwQCIEQCIEQCIEQCIEQCIHxEoiAGu+9SctCIARCIARCIARCIARCIARGRiACamQ3JM0JgRAIgRAIgRAIgRAIgRAYL4EIqPHem7QsBEIgBEIgBEIgBEIgBEJgZAQioEZ2Q9KcEAiBEAiBEAiBEAiBEAiB8RKIgBrvvUnLQiAEQiAEQiAEQiAEQiAEZhB44YUXuuE2I8uuLkdA7QpfModACIRACIRACIRACIRACGyCANG0iRABtQnqqTMEQiAEQiAEQiAEQiAEQmBfEoiA2pe3LY0OgRAIgRAIgRAIgRAIgRDYBIEIqE1QT50hEAIhEAIhEAIhEAIhEAL7kkAE1L68bWl0CIRACIRACIRACIRACKyPwHBRhk3NN1pfD5cvOQJqeXbJGQIhEAIhEAIhEAIhMEICZfz/5Cc/6Wx1vKl4hIj6Jk3iscq2Kn8bQwTUNt7V9CkEQiAEQiAEQiAEQuAcgU0b8puu/xyIZmcv2rQXdTRd2rPdCKg9Q52KQiAEQiAEQiAEQiAENkVg08b8putvue9VW1ZVj3Lare3LJvYjoDZBPXWGQAiEQAiEQAiEwBoIrMpgXUPTNl7kptlsuv6N34AtakAE1BbdzHQlBEIgBEIgBA4ygb00UPeyrkXu6VjbtUgfkjYExk4gAmrsdyjtC4EQCIEQCIEQmEmAcNgr8bCXdc3seJNgrO1qmpjdENgKAhFQW3Eb04kQCIEQCIEQONgE9ko8obyXdR3su5reh8A4CURAjfO+pFUhEAIhEAIhsO8JlEdkv8b7/gakAyEQAmshEAG1FqwpNARCIARCIARCIARCIARCYBsJREBt411Nn0IgBEIgBEIgBEIgBEIgBNZCIAJqLVhTaAiEQAiEQAiEQAiEQAiEwDYSiIDaxruaPoVACIRACIRACIRACIRACKyFQATUWrCm0BAIgRAIgRAIgRAIgRAIgW0kEAG1jXc1fQqBEAiBEAiBEAiBEAiBEFgLgQiotWBNoSEQAiEQAiEQAiEQAiEQAttIIAJqG+9q+hQCIRACIRACIRACIRACIbAWAhFQa8GaQkMgBEIgBEIgBEIgBEIgBLaRQATUNt7V9CkEQiAEQiAEQiAEQuAcgRdeeKGz7VXY6/r2ql+p50UCEVB5EkIgBEIgBEIgBEIgBEIgBEJgTgIRUHOCSrIQCIEQCIEQCIEQCIEQCIEQ+H/kqaqa3DlGGQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、编译"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在准备对模型进行训练之前，还需要再对其进行一些设置。以下内容是在模型的编译步骤中添加的：\n",
    "\n",
    "- 损失函数（loss）：用于衡量模型在训练期间的准确率。\n",
    "- 优化器（optimizer）：决定模型如何根据其看到的数据和自身的损失函数进行更新。\n",
    "- 指标（metrics）：用于监控训练和测试步骤。以下示例使用了准确率，即被正确分类的图像的比率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置优化器\n",
    "opt = tf.keras.optimizers.Adam(learning_rate=1e-4)\n",
    "\n",
    "model.compile(optimizer=opt,\n",
    "              loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "16/16 [==============================] - 14s 461ms/step - loss: 4.5842 - accuracy: 0.1349 - val_loss: 6.8389 - val_accuracy: 0.1129\n",
      "Epoch 2/20\n",
      "16/16 [==============================] - 2s 146ms/step - loss: 2.1046 - accuracy: 0.1398 - val_loss: 6.7905 - val_accuracy: 0.2016\n",
      "Epoch 3/20\n",
      "16/16 [==============================] - 2s 144ms/step - loss: 1.7885 - accuracy: 0.3531 - val_loss: 6.7892 - val_accuracy: 0.2903\n",
      "Epoch 4/20\n",
      "16/16 [==============================] - 2s 145ms/step - loss: 1.2015 - accuracy: 0.6135 - val_loss: 6.7582 - val_accuracy: 0.2742\n",
      "Epoch 5/20\n",
      "16/16 [==============================] - 2s 148ms/step - loss: 1.1831 - accuracy: 0.6108 - val_loss: 6.7520 - val_accuracy: 0.4113\n",
      "Epoch 6/20\n",
      "16/16 [==============================] - 2s 143ms/step - loss: 0.5140 - accuracy: 0.8326 - val_loss: 6.7102 - val_accuracy: 0.5806\n",
      "Epoch 7/20\n",
      "16/16 [==============================] - 2s 150ms/step - loss: 0.2451 - accuracy: 0.9165 - val_loss: 6.6918 - val_accuracy: 0.7823\n",
      "Epoch 8/20\n",
      "16/16 [==============================] - 2s 147ms/step - loss: 0.2156 - accuracy: 0.9328 - val_loss: 6.7188 - val_accuracy: 0.4113\n",
      "Epoch 9/20\n",
      "16/16 [==============================] - 2s 143ms/step - loss: 0.1940 - accuracy: 0.9513 - val_loss: 6.6639 - val_accuracy: 0.5968\n",
      "Epoch 10/20\n",
      "16/16 [==============================] - 2s 143ms/step - loss: 0.0767 - accuracy: 0.9812 - val_loss: 6.6101 - val_accuracy: 0.7419\n",
      "Epoch 11/20\n",
      "16/16 [==============================] - 2s 146ms/step - loss: 0.0245 - accuracy: 0.9894 - val_loss: 6.5526 - val_accuracy: 0.8226\n",
      "Epoch 12/20\n",
      "16/16 [==============================] - 2s 149ms/step - loss: 0.0387 - accuracy: 0.9861 - val_loss: 6.5636 - val_accuracy: 0.6210\n",
      "Epoch 13/20\n",
      "16/16 [==============================] - 2s 152ms/step - loss: 0.2146 - accuracy: 0.9289 - val_loss: 6.7039 - val_accuracy: 0.4839\n",
      "Epoch 14/20\n",
      "16/16 [==============================] - 2s 152ms/step - loss: 0.2566 - accuracy: 0.9087 - val_loss: 6.6852 - val_accuracy: 0.6532\n",
      "Epoch 15/20\n",
      "16/16 [==============================] - 2s 149ms/step - loss: 0.0579 - accuracy: 0.9840 - val_loss: 6.5971 - val_accuracy: 0.6935\n",
      "Epoch 16/20\n",
      "16/16 [==============================] - 2s 152ms/step - loss: 0.0414 - accuracy: 0.9866 - val_loss: 6.6049 - val_accuracy: 0.7581\n",
      "Epoch 17/20\n",
      "16/16 [==============================] - 2s 146ms/step - loss: 0.0907 - accuracy: 0.9689 - val_loss: 6.6476 - val_accuracy: 0.6452\n",
      "Epoch 18/20\n",
      "16/16 [==============================] - 2s 147ms/step - loss: 0.0929 - accuracy: 0.9685 - val_loss: 6.6590 - val_accuracy: 0.7903\n",
      "Epoch 19/20\n",
      "16/16 [==============================] - 2s 146ms/step - loss: 0.0364 - accuracy: 0.9935 - val_loss: 6.5915 - val_accuracy: 0.6290\n",
      "Epoch 20/20\n",
      "16/16 [==============================] - 2s 151ms/step - loss: 0.1081 - accuracy: 0.9662 - val_loss: 6.6541 - val_accuracy: 0.6613\n"
     ]
    }
   ],
   "source": [
    "epochs = 20\n",
    "\n",
    "history = model.fit(\n",
    "    train_ds,\n",
    "    validation_data=val_ds,\n",
    "    epochs=epochs\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs_range = range(epochs)\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为体现原汁原味的VGG-16，本文并未对模型参数进行修改，可依据实际情况修改模型中的相关性参数，适应实际情况以便提升分类效果。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "需要数据的同学可以在评论中留下邮箱，如果觉得本文对你有帮助记得 **点个关注，给个赞，加个收藏**"
   ]
  }
 ],
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